Epilepsy MERFISH Report
1. Overview
- Project: Epilepsy MERFISH Analysis
1.1 Sample Information
A brief sample information is generated from the submission table for the following analysis.
| Expt | Case | CHOC_Path_ID | Sample_Index | Sample_Region | Sex | Age | Age_Group | Genotype | Diagnosis | Gene.Panel | Region | DataPath | Comment |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 1300 | SP24-1300-1A | 1300_A7 | Left frontal tuber | female | 10 year | Junior | Epilepsy | tuberous sclerosis | 500 | region_0 | Y:_Imaging_data_2\202409191416_20240919Ivy1300A7B12H500ADBCP1407x02_VMSC05201 | Exclude because not enough cells contained |
| 1 | 1300 | SP24-1300-1B | 1300_B11 | Left frontal tuber | female | 10 year | Junior | Epilepsy | tuberous sclerosis | 500 | region_1 | Y:_Imaging_data_2\202409191416_20240919Ivy1300A7B12H500ADBCP1407x02_VMSC05201 | NA |
| 2 | 4_12112023 | SP24-1463-1A | 1463_TLE | Temporal Lobe | female | 6 month | Junior | Epilepsy | focal cortical dysplasia IIa | 500 | region_0 | Y:_Imaging_data_2\202409191416_20240919Ivy41211H500ADBCP1407x01_VMSC00101 | NA |
| 2 | 4_12112023 | SP24-1463-1A | 1463_TLE_dup | Temporal Lobe | female | 6 month | Junior | Epilepsy | focal cortical dysplasia IIa | 500 | region_1 | Y:_Imaging_data_2\202409191416_20240919Ivy41211H500ADBCP1407x01_VMSC00101 | NA |
| 3 | NS02 | NA | NS02_FLE | Frontal Lobe | female | 29 year | Adult | Epilepsy | Frontal lobe epilepsy | 300 | region_0 | Z:_Imaging_data_17_DATA_202202141032_20220214-NS02Ctx300VZG172_VMSC00101 | NA |
| 4 | NS01 | NA | NS01_TLE | Temporal Lobe | female | 50 year | Adult | Epilepsy | MTS | 300 | region_0 | Z:_Imaging_data\202112261340_122621Lobotomy01-Ctx-frzn-300GPM_VMSC00101 | NA |
1.2 Sample Section Information
Junior Epilepsy Sample Collection
Adult Epilepsy Sample Collection
1.3 Sample Slice Pictures
NS01 Slice Experiment Note
NS02 Slice Experiment Note
2. Data Quality Control
2.1 MERSCOPE Quality Summary
The summaries present the data quality assessment automatically generated by MERSCOPE for each experiment. We mainly focus on the transcripts level for each sample. So we’re looking for high density in transcripts, based on the transcripts count per field of view (FOV), transcript density in FOV, and frequency of transcripts detected.
Generally, log10 transcript count > 4.0 in most area can be considered as a good quality standard.
Need to note that the low accuracy in DAPI cell boundary is not a concern, as a self-designed cell segmentation processing will take over this task.
2.1.1 (Bad Quality!) 1300_A7
2.1.2 1300_B11
2.1.3 1463_TLE
2.1.4 1463_TLE_dup
2.1.5 NS02_FLE
2.1.6 NS01_TLE
2.2 Bad Sample: Low Cell Count Captured
Cell Detection Comapre on Bad Sample
3. Data Processing & Analysis
3.1 Cell Segmentation & Filtering
Based on the spatial information and images obtained from MERFISH, we developed a machine learning model using the Cellpose algorithm to distinguish individual cells via MERFISH DAPI images.
To ensure the data quality and accuracy of cells, we have defined the minimum and maximum values for cell volume and gene count per cell. The cell volume should be between [100, 2500], and the gene count per cell > 25. After filter the outliers, the qualified cells count is shown in the following table.
Outliers were filtered from the data, and the qualified cell count is presented below. The transcript count Violin and transcript count Spatial Map are displayed here as part of the quality control reveal.
3.1.1 Cell Count after Filtering
| Sample Index | Cell Count |
|---|---|
| X1300_B11 | 22938 |
| X41211_TLE | 36727 |
| X41211_TLE_dup | 31720 |
| NS01_TLE | 57074 |
| NS02_TLE | 51179 |
3.1.2 Transcript Count Violin
Transcript Count Violin After Filtering
3.1.3 Transcript Count Spatial Map
Transcript Count Spatial Map After Filtering
3.2 Batch Effect & Dimension Reduction
We use Scanpy for the analysis of single-cell level transcriptome data. The initial stage of our analysis involves the elimination of batch effects, thereby ensuring that different samples from various batches are distributed within the same domain and are statistically reasonable to be integrated and compared. To achieve this, we utilize the Harmony algorithm.
Subsequently, we present visualizations of the batch difference by Leiden UMAP clusters. Also, we illustrate the distributions of the Leiden clusters for future analysis.
Umap of all samples combined cells
Umap of cells and colored by batch
4. Cell Annotation
We use a recent published tool: Map My Cell and selected marker genes to perform cell type annotations for each cell. The annotation is based on adult human brain database.
With the annotation, we can identify and plot the selected types of cells in each sample.
4.1 Cell Type Umap
Cells are annotated from low resolution to high resolution as follows:
4.2 Cell Type Spatial Map
4.3 Glutamatergic-only Spatial Map
4.3 Non-Neuron Spatial Map
4.4 Cell Type Count Table
| cell_type_new | X1300_B11 | X41211_TLE | X41211_TLE_dup | NS01_TLE | NS02_TLE | Total |
|---|---|---|---|---|---|---|
| Astrocyte | 3391 | 3915 | 3548 | 7519 | 5677 | 24050 |
| Endothelial | 1315 | 1909 | 1692 | 4553 | 2795 | 12264 |
| Microglia | 2871 | 3697 | 3135 | 5323 | 5581 | 20607 |
| OPC | 1392 | 1846 | 1642 | 3837 | 8666 | 17383 |
| Oligo | 7380 | 15486 | 13732 | 14265 | 12096 | 62959 |
| VLMC | 718 | 980 | 857 | 2663 | 2344 | 7562 |
| L2/3/4 IT | 979 | 2022 | 1703 | 5854 | 3509 | 14067 |
| L5/6 IT | 2235 | 3663 | 2790 | 6395 | 4336 | 19419 |
| L5/6 NP | 153 | 278 | 149 | 287 | 177 | 1044 |
| L6b | 846 | 573 | 517 | 507 | 387 | 2830 |
| Lamp5 | 195 | 290 | 235 | 682 | 599 | 2001 |
| Pvalb | 402 | 552 | 466 | 1334 | 1092 | 3846 |
| Sst | 713 | 868 | 742 | 1717 | 1294 | 5334 |
| Vip | 348 | 648 | 512 | 2138 | 2626 | 6272 |
| Total | 22938 | 36727 | 31720 | 57074 | 51179 | 199638 |
5. Epilepsy Gene Selection
5.1 Reference
From literal search, we located a list of epilepsy-related gene. Within this recent published paper: Integrative analysis of epilepsy-associated genes reveals expression-phenotype correlations, they cross-referenced multiple public dataset (including publich database OMIM and two recent studies by Macnee et al and Oliver et al), and then category the epilepsy-related genes into three different groups:
CEG: core-epilepsy gene, where seizures are the dominant phenotype
DEEG: developmental and epileptic encephalopathy gene, that are associated with developmental and epileptic encephalopathy.
SRG: seizure-related gene, which are characterized by the presence of seizures and gross brain malformations.
| Gene | Group_OMIM | Group_Oliver |
|---|---|---|
| SYN1 | CEG | Focal, DEE |
| GRIN2A | CEG | Focal, DEE, MCD |
| KCNC1 | CEG | DEE, PME |
| HCN1 | CEG & DEEG | GGE, DEE |
| RELN | CEG | Focal, MCD |
| RORB | CEG | GGE, DEE |
| GRIN1 | DEEG & SRG | DEE, MCD |
| GRIN2B | DEEG & SRG | DEE, MCD |
| NTRK2 | DEEG | DEE |
| CPLX1 | DEEG | DEE |
| CUX2 | DEEG | GGE, DEE |
| GAD1 | DEEG | DEE |
| GRIA4 | SRG | DEE |
6. Gene differentiation expresssion (Junior Epilepsy v.s. Adult Epilepsy)
Here, we use Pseudobulk to compute gene differential expression (DE). P value are adjusted using Benjamini–Hochberg procedure. The statistical significance was cut-off by log2(Fold Change) > 1 or log2(Fold Change) < -1 and p_value < 0.05.
The result are visualized via Volcano plot: a type of scatterplot that shows statistical significance (P value) versus magnitude of change (fold change).
The comparison is between Junior Epilepsy and Adult Epilepsy samples. A positive fold change means higher expression in the Junior Epilepsy group.
6.1 all
| X | baseMean | log2FoldChange | lfcSE | stat | pvalue | padj |
|---|---|---|---|---|---|---|
| IFNG | 17109.6023 | 6.058502 | 0.4967209 | 12.196993 | 0.0000000 | 0.0000000 |
| GRIA4 | 15782.3513 | 5.815645 | 0.2056857 | 28.274433 | 0.0000000 | 0.0000000 |
| CHODL | 14639.5845 | 5.596199 | 1.2570297 | 4.451923 | 0.0000085 | 0.0000327 |
| GRM5 | 8919.3801 | 5.349343 | 0.2023444 | 26.436823 | 0.0000000 | 0.0000000 |
| GPHN | 7470.1533 | 4.842121 | 0.2199321 | 22.016440 | 0.0000000 | 0.0000000 |
| SCTR | 2697.6004 | 4.784964 | 0.6321602 | 7.569226 | 0.0000000 | 0.0000000 |
| DLG4 | 24747.9825 | 4.302214 | 0.2593342 | 16.589460 | 0.0000000 | 0.0000000 |
| CXCL10 | 4325.0420 | 4.214883 | 1.0448478 | 4.033969 | 0.0000548 | 0.0001866 |
| SIM1 | 3348.3003 | 4.071995 | 1.0612040 | 3.837146 | 0.0001245 | 0.0003838 |
| NOS3 | 4991.6027 | 3.621857 | 0.4074298 | 8.889525 | 0.0000000 | 0.0000000 |
| RIMS1 | 9901.6993 | 3.321792 | 0.3171455 | 10.474031 | 0.0000000 | 0.0000000 |
| MKI67 | 3702.6292 | 3.286472 | 1.0160152 | 3.234668 | 0.0012178 | 0.0030293 |
| CREBBP | 33853.3785 | -3.112338 | 0.2578415 | -12.070739 | 0.0000000 | 0.0000000 |
| NR5A1 | 2038.5487 | 3.096564 | 0.3330988 | 9.296233 | 0.0000000 | 0.0000000 |
| FLT1 | 6526.9568 | 3.089490 | 0.3139040 | 9.842149 | 0.0000000 | 0.0000000 |
| PTEN | 3400.9610 | 3.070543 | 0.4789985 | 6.410339 | 0.0000000 | 0.0000000 |
| SNCA | 16427.6211 | 3.034861 | 0.2810896 | 10.796777 | 0.0000000 | 0.0000000 |
| CTSS | 1168.6189 | 2.880994 | 0.2310513 | 12.469064 | 0.0000000 | 0.0000000 |
| GAD2 | 5203.8532 | 2.869569 | 0.3238998 | 8.859435 | 0.0000000 | 0.0000000 |
| P2RY12 | 4066.4935 | 2.817710 | 0.4621991 | 6.096313 | 0.0000000 | 0.0000000 |
| DCN | 5704.7830 | 2.674465 | 0.3427524 | 7.802909 | 0.0000000 | 0.0000000 |
| TLX3 | 1777.4211 | -2.566114 | 0.4929845 | -5.205263 | 0.0000002 | 0.0000010 |
| MEIS2 | 6077.8481 | 2.564418 | 0.2426044 | 10.570370 | 0.0000000 | 0.0000000 |
| MAPK1 | 18880.2409 | 2.411323 | 0.2948895 | 8.177040 | 0.0000000 | 0.0000000 |
| TACR2 | 919.1629 | 2.341556 | 0.3339996 | 7.010654 | 0.0000000 | 0.0000000 |
| GRIN3B | 1360.3547 | 2.309626 | 0.3849048 | 6.000511 | 0.0000000 | 0.0000000 |
| NPY1R | 3770.9522 | 2.226018 | 0.4471097 | 4.978683 | 0.0000006 | 0.0000031 |
| NEGR1 | 8892.0999 | 2.175917 | 0.3207339 | 6.784182 | 0.0000000 | 0.0000000 |
| SYT6 | 6799.6499 | -2.152440 | 0.3760339 | -5.724058 | 0.0000000 | 0.0000001 |
| RELN | 1331.2747 | 2.116777 | 0.2682924 | 7.889813 | 0.0000000 | 0.0000000 |
| CX3CL1 | 20220.6923 | -2.083974 | 0.2134867 | -9.761611 | 0.0000000 | 0.0000000 |
| NRG3 | 6729.4807 | 2.072832 | 0.2721787 | 7.615702 | 0.0000000 | 0.0000000 |
| IGF1 | 1526.6643 | 2.045955 | 0.2902614 | 7.048663 | 0.0000000 | 0.0000000 |
| NR2F2 | 5553.9270 | 1.964020 | 0.3471202 | 5.658038 | 0.0000000 | 0.0000001 |
| KCNQ1 | 3516.4355 | -1.943907 | 0.3678687 | -5.284240 | 0.0000001 | 0.0000007 |
| RIMS2 | 7725.5260 | 1.923782 | 0.2309806 | 8.328763 | 0.0000000 | 0.0000000 |
| FEZF2 | 9562.0059 | -1.799563 | 0.2242161 | -8.026020 | 0.0000000 | 0.0000000 |
| TAC1 | 2082.6850 | 1.773969 | 0.2702942 | 6.563105 | 0.0000000 | 0.0000000 |
| ROS1 | 1958.9448 | 1.754657 | 0.2689879 | 6.523180 | 0.0000000 | 0.0000000 |
| PCP4 | 1261.3991 | 1.746375 | 0.3870129 | 4.512447 | 0.0000064 | 0.0000253 |
| CA12 | 1371.2461 | -1.727721 | 0.4478359 | -3.857933 | 0.0001143 | 0.0003634 |
| MAP4K3 | 8547.5531 | 1.724050 | 0.1758685 | 9.803062 | 0.0000000 | 0.0000000 |
| KCTD4 | 1329.0205 | 1.674541 | 0.4518321 | 3.706113 | 0.0002105 | 0.0006108 |
| SLC32A1 | 11042.6906 | 1.664773 | 0.2829494 | 5.883644 | 0.0000000 | 0.0000000 |
| CRH | 3253.2816 | 1.664136 | 0.3018486 | 5.513149 | 0.0000000 | 0.0000002 |
| AGTR1 | 501.6256 | 1.648033 | 0.4097596 | 4.021952 | 0.0000577 | 0.0001941 |
| CD74 | 104855.0678 | -1.639918 | 0.3985839 | -4.114360 | 0.0000388 | 0.0001352 |
| SPI1 | 9747.6288 | -1.637524 | 0.4766786 | -3.435280 | 0.0005919 | 0.0015370 |
| PRKCD | 17121.7438 | -1.594292 | 0.2552943 | -6.244919 | 0.0000000 | 0.0000000 |
| DBH | 1223.2051 | -1.573010 | 0.1929283 | -8.153341 | 0.0000000 | 0.0000000 |
| CDH7 | 2754.5287 | -1.562227 | 0.4535669 | -3.444315 | 0.0005725 | 0.0015131 |
| BACE1 | 49613.0136 | -1.544059 | 0.1473621 | -10.477987 | 0.0000000 | 0.0000000 |
| CAMK2G | 84752.0351 | -1.539843 | 0.2251320 | -6.839731 | 0.0000000 | 0.0000000 |
| CSF1 | 10560.2258 | -1.515836 | 0.2037734 | -7.438833 | 0.0000000 | 0.0000000 |
| TLR4 | 3711.2648 | 1.507040 | 0.2972595 | 5.069779 | 0.0000004 | 0.0000020 |
| SOX10 | 77987.3289 | -1.506085 | 0.3021871 | -4.983950 | 0.0000006 | 0.0000030 |
| MS4A7 | 1980.6393 | 1.488433 | 0.2355058 | 6.320153 | 0.0000000 | 0.0000000 |
| INPP5D | 19173.0397 | -1.487025 | 0.3048244 | -4.878302 | 0.0000011 | 0.0000048 |
| TREM2 | 5048.9133 | -1.483212 | 0.2358210 | -6.289566 | 0.0000000 | 0.0000000 |
| HTR1A | 2684.6540 | -1.478658 | 0.2753891 | -5.369341 | 0.0000001 | 0.0000004 |
| WNT2 | 633.5141 | 1.473197 | 0.3277980 | 4.494221 | 0.0000070 | 0.0000272 |
| OLIG1 | 17725.1960 | 1.468817 | 0.3047467 | 4.819797 | 0.0000014 | 0.0000062 |
| THEMIS | 1286.4018 | -1.418237 | 0.2876932 | -4.929685 | 0.0000008 | 0.0000038 |
| TH | 1561.6196 | -1.402319 | 0.2851797 | -4.917317 | 0.0000009 | 0.0000040 |
| MRC2 | 9614.0281 | -1.401374 | 0.3027323 | -4.629087 | 0.0000037 | 0.0000151 |
| IL10 | 569.8812 | 1.378284 | 0.2675873 | 5.150781 | 0.0000003 | 0.0000013 |
| SCIMP | 1179.6339 | -1.376017 | 0.2068501 | -6.652241 | 0.0000000 | 0.0000000 |
| MTOR | 6141.3886 | 1.369079 | 0.3160344 | 4.332058 | 0.0000148 | 0.0000553 |
| SLC6A4 | 888.3102 | -1.366935 | 0.3809283 | -3.588432 | 0.0003327 | 0.0009034 |
| ADGRA1 | 26558.6013 | -1.366717 | 0.2015838 | -6.779892 | 0.0000000 | 0.0000000 |
| TNF | 1275.9038 | 1.361001 | 0.2607774 | 5.219017 | 0.0000002 | 0.0000010 |
| SYN1 | 93115.0065 | -1.343238 | 0.3437184 | -3.907959 | 0.0000931 | 0.0003028 |
| RSPO1 | 740.9538 | -1.342887 | 0.3757122 | -3.574244 | 0.0003512 | 0.0009452 |
| CALB2 | 8087.8958 | 1.319462 | 0.2114885 | 6.238931 | 0.0000000 | 0.0000000 |
| CALB1 | 3058.4410 | 1.316861 | 0.5497699 | 2.395295 | 0.0166070 | 0.0315107 |
| TSHZ1 | 12382.6165 | -1.304771 | 0.2426078 | -5.378108 | 0.0000001 | 0.0000004 |
| NOS1 | 8516.2284 | -1.295660 | 0.3175886 | -4.079682 | 0.0000451 | 0.0001552 |
| SLC17A7 | 87196.7635 | -1.279864 | 0.2496045 | -5.127569 | 0.0000003 | 0.0000015 |
| ACE | 3379.6983 | -1.278600 | 0.2068934 | -6.179992 | 0.0000000 | 0.0000000 |
| SNCG | 24857.5916 | -1.257202 | 0.2189195 | -5.742761 | 0.0000000 | 0.0000001 |
| BDKRB1 | 605.6795 | -1.247884 | 0.3892670 | -3.205729 | 0.0013472 | 0.0032686 |
| NDST4 | 539.6998 | 1.242686 | 0.3222970 | 3.855718 | 0.0001154 | 0.0003634 |
| SYNGAP1 | 86464.1372 | -1.226274 | 0.2529273 | -4.848324 | 0.0000012 | 0.0000055 |
| CHRNA5 | 934.1902 | 1.214986 | 0.2509702 | 4.841158 | 0.0000013 | 0.0000056 |
| IL1B | 1616.5859 | 1.210718 | 0.5471742 | 2.212673 | 0.0269202 | 0.0474087 |
| ERBB2 | 6020.2458 | -1.207482 | 0.3200309 | -3.773016 | 0.0001613 | 0.0004822 |
| DLK1 | 800.6403 | 1.205097 | 0.5145928 | 2.341846 | 0.0191886 | 0.0357223 |
| COL11A1 | 8572.7779 | 1.202174 | 0.2000881 | 6.008222 | 0.0000000 | 0.0000000 |
| PTK2B | 43937.6410 | -1.175081 | 0.2531423 | -4.641980 | 0.0000035 | 0.0000144 |
| VIP | 2974.2819 | 1.165792 | 0.4182245 | 2.787479 | 0.0053120 | 0.0111514 |
| KCNC1 | 26237.7740 | -1.164357 | 0.3030004 | -3.842756 | 0.0001217 | 0.0003791 |
| GPR15 | 619.1832 | 1.157212 | 0.3092066 | 3.742522 | 0.0001822 | 0.0005393 |
| HS3ST1 | 3238.4045 | -1.146838 | 0.3153823 | -3.636342 | 0.0002765 | 0.0007650 |
| BIN1 | 142797.1102 | -1.138472 | 0.4081751 | -2.789176 | 0.0052842 | 0.0111514 |
| PILRA | 4097.7667 | 1.128833 | 0.3034353 | 3.720178 | 0.0001991 | 0.0005834 |
| OPN3 | 3124.8536 | 1.095974 | 0.4019130 | 2.726894 | 0.0063934 | 0.0131419 |
| SLC29A2 | 4242.6742 | 1.094583 | 0.2815131 | 3.888211 | 0.0001010 | 0.0003249 |
| NTNG2 | 9264.2365 | -1.075223 | 0.2842195 | -3.783075 | 0.0001549 | 0.0004679 |
| ADGRG7 | 385.5928 | 1.069946 | 0.2594532 | 4.123849 | 0.0000373 | 0.0001313 |
| SHARPIN | 7126.6591 | -1.065966 | 0.3248322 | -3.281589 | 0.0010322 | 0.0025893 |
| BCL11B | 6954.6037 | -1.052317 | 0.2661953 | -3.953178 | 0.0000771 | 0.0002565 |
| FERMT2 | 5422.6979 | 1.046030 | 0.2496489 | 4.190007 | 0.0000279 | 0.0001007 |
| ADRB1 | 8232.0723 | 1.030563 | 0.2495494 | 4.129698 | 0.0000363 | 0.0001295 |
| AQP4 | 20655.0744 | 1.028441 | 0.3952102 | 2.602263 | 0.0092611 | 0.0181636 |
| PAX6 | 10568.9615 | -1.025487 | 0.3179093 | -3.225721 | 0.0012566 | 0.0030995 |
| ADARB2 | 11355.7530 | 1.024988 | 0.4636825 | 2.210538 | 0.0270678 | 0.0474087 |
| CST7 | 469.8917 | -1.023855 | 0.2029317 | -5.045319 | 0.0000005 | 0.0000022 |
| ITGA7 | 32097.4946 | -1.023414 | 0.3564187 | -2.871381 | 0.0040868 | 0.0088299 |
| SORL1 | 61557.0171 | -1.020904 | 0.1674758 | -6.095831 | 0.0000000 | 0.0000000 |
| CCKBR | 7617.3445 | -1.008808 | 0.2278290 | -4.427916 | 0.0000095 | 0.0000361 |
| TRPM4 | 6292.9152 | -1.004985 | 0.3172868 | -3.167435 | 0.0015379 | 0.0036861 |
6.2 Astrocyte
| X | baseMean | log2FoldChange | lfcSE | stat | pvalue | padj |
|---|---|---|---|---|---|---|
| CHODL | 1819.84655 | 6.694103 | 1.5622536 | 4.284902 | 0.0000183 | 0.0000946 |
| GRM5 | 594.19327 | 5.891105 | 0.5992189 | 9.831308 | 0.0000000 | 0.0000000 |
| GPHN | 768.65210 | 5.386108 | 0.3770165 | 14.286134 | 0.0000000 | 0.0000000 |
| SIM1 | 478.02520 | 5.112587 | 1.3783527 | 3.709201 | 0.0002079 | 0.0008090 |
| GRIA4 | 323.52976 | 5.001913 | 0.4043258 | 12.370999 | 0.0000000 | 0.0000000 |
| IFNG | 2076.57330 | 4.940661 | 0.6381759 | 7.741848 | 0.0000000 | 0.0000000 |
| SCTR | 284.12071 | 4.694662 | 0.8019823 | 5.853823 | 0.0000000 | 0.0000000 |
| NOS3 | 246.72166 | 4.078517 | 0.7343231 | 5.554118 | 0.0000000 | 0.0000002 |
| DLG4 | 2218.45722 | 4.045893 | 0.3034787 | 13.331719 | 0.0000000 | 0.0000000 |
| RIMS1 | 511.17939 | 3.994107 | 0.3222864 | 12.393038 | 0.0000000 | 0.0000000 |
| SEMA5B | 1999.00564 | 3.858389 | 1.4389054 | 2.681475 | 0.0073298 | 0.0177238 |
| C3 | 1753.45604 | -3.806749 | 1.3448875 | -2.830533 | 0.0046470 | 0.0120252 |
| ROS1 | 162.80489 | 3.685655 | 0.4119504 | 8.946842 | 0.0000000 | 0.0000000 |
| CREBBP | 4777.11217 | -3.662592 | 0.2563606 | -14.286877 | 0.0000000 | 0.0000000 |
| CXCL10 | 522.71459 | 3.625022 | 1.2901990 | 2.809661 | 0.0049594 | 0.0126122 |
| CACNG5 | 134.74713 | 3.392719 | 0.3754480 | 9.036455 | 0.0000000 | 0.0000000 |
| MKI67 | 387.44575 | 3.204019 | 0.8438787 | 3.796776 | 0.0001466 | 0.0006006 |
| IGF2 | 349.80114 | 3.157754 | 0.8471752 | 3.727392 | 0.0001935 | 0.0007818 |
| ICAM1 | 410.27474 | -2.982423 | 0.8603897 | -3.466363 | 0.0005276 | 0.0018309 |
| DCN | 195.79636 | 2.967766 | 0.3758362 | 7.896434 | 0.0000000 | 0.0000000 |
| CD74 | 2673.02349 | -2.953381 | 1.0700616 | -2.760010 | 0.0057800 | 0.0144499 |
| INPP5D | 1154.49646 | -2.728381 | 0.6408999 | -4.257110 | 0.0000207 | 0.0001053 |
| NR5A1 | 183.08935 | 2.714669 | 0.5831691 | 4.655029 | 0.0000032 | 0.0000199 |
| MEIS2 | 1685.67026 | 2.637961 | 0.2344578 | 11.251323 | 0.0000000 | 0.0000000 |
| CD4 | 171.35254 | -2.607766 | 0.3554656 | -7.336199 | 0.0000000 | 0.0000000 |
| PTEN | 274.07601 | 2.543331 | 0.3769716 | 6.746744 | 0.0000000 | 0.0000000 |
| LAMP5 | 859.25652 | 2.518818 | 0.3006821 | 8.377014 | 0.0000000 | 0.0000000 |
| PENK | 133.63349 | 2.451003 | 0.3516540 | 6.969928 | 0.0000000 | 0.0000000 |
| PRSS12 | 86.26600 | 2.289959 | 0.4795074 | 4.775649 | 0.0000018 | 0.0000117 |
| CRH | 100.90247 | 2.265751 | 0.3088219 | 7.336755 | 0.0000000 | 0.0000000 |
| KCNQ1 | 77.16263 | -2.257145 | 0.2847393 | -7.927057 | 0.0000000 | 0.0000000 |
| MAPK1 | 1607.86828 | 2.223523 | 0.2988396 | 7.440523 | 0.0000000 | 0.0000000 |
| HTR1A | 71.17693 | -2.197500 | 0.3021280 | -7.273407 | 0.0000000 | 0.0000000 |
| MTOR | 603.03972 | 2.148243 | 0.2565697 | 8.372944 | 0.0000000 | 0.0000000 |
| CST7 | 50.85678 | -2.144183 | 0.4317716 | -4.966012 | 0.0000007 | 0.0000049 |
| CHRNA5 | 96.66573 | 2.142851 | 0.3557424 | 6.023604 | 0.0000000 | 0.0000000 |
| NRG3 | 929.04973 | 2.073946 | 0.1959924 | 10.581762 | 0.0000000 | 0.0000000 |
| SLC6A4 | 68.67662 | -2.056120 | 0.5091683 | -4.038192 | 0.0000539 | 0.0002445 |
| GPR15 | 41.39499 | 2.035436 | 0.4618028 | 4.407587 | 0.0000105 | 0.0000593 |
| NEGR1 | 234.57551 | 2.021147 | 0.3612932 | 5.594201 | 0.0000000 | 0.0000002 |
| P2RY12 | 89.75925 | 1.997038 | 0.3959104 | 5.044166 | 0.0000005 | 0.0000034 |
| GRIN3B | 125.66819 | 1.969225 | 0.4701541 | 4.188467 | 0.0000281 | 0.0001381 |
| PCP4 | 112.71524 | 1.929571 | 0.4308063 | 4.478976 | 0.0000075 | 0.0000443 |
| CSF1 | 3889.25987 | -1.895085 | 0.2851234 | -6.646542 | 0.0000000 | 0.0000000 |
| SNCA | 535.29728 | 1.892247 | 0.2844958 | 6.651231 | 0.0000000 | 0.0000000 |
| RIMS2 | 138.47975 | 1.866658 | 0.3793921 | 4.920128 | 0.0000009 | 0.0000061 |
| SPI1 | 169.01307 | -1.861904 | 0.5728554 | -3.250216 | 0.0011532 | 0.0036977 |
| KCND2 | 645.97132 | -1.823311 | 0.3868906 | -4.712730 | 0.0000024 | 0.0000157 |
| DBH | 75.24390 | -1.809003 | 0.3122461 | -5.793515 | 0.0000000 | 0.0000001 |
| RELN | 85.69460 | 1.798383 | 0.3319694 | 5.417315 | 0.0000001 | 0.0000005 |
| ADAM10 | 147.35448 | 1.784882 | 0.6261544 | 2.850545 | 0.0043644 | 0.0113939 |
| PRKCD | 502.43845 | -1.770570 | 0.2948372 | -6.005247 | 0.0000000 | 0.0000000 |
| CX3CL1 | 928.56996 | -1.744907 | 0.4495677 | -3.881301 | 0.0001039 | 0.0004379 |
| MAP4K3 | 760.75819 | 1.694357 | 0.2569497 | 6.594121 | 0.0000000 | 0.0000000 |
| HLA-DMB | 59.53603 | -1.684440 | 0.5858189 | -2.875360 | 0.0040357 | 0.0106297 |
| TH | 95.99234 | -1.677139 | 0.3900623 | -4.299669 | 0.0000171 | 0.0000901 |
| SULF2 | 192.21083 | -1.631846 | 0.5333485 | -3.059623 | 0.0022162 | 0.0063472 |
| BDKRB1 | 30.65876 | -1.610951 | 0.4823646 | -3.339695 | 0.0008387 | 0.0028439 |
| BACE1 | 2134.69691 | -1.608648 | 0.2488594 | -6.464082 | 0.0000000 | 0.0000000 |
| ERBB2 | 3610.53882 | -1.605596 | 0.3106618 | -5.168307 | 0.0000002 | 0.0000018 |
| MRC2 | 592.24921 | -1.591174 | 0.5656055 | -2.813222 | 0.0049048 | 0.0125818 |
| TLR4 | 2249.21434 | 1.581308 | 0.3250876 | 4.864250 | 0.0000011 | 0.0000077 |
| PKP2 | 158.99839 | -1.552312 | 0.5134456 | -3.023322 | 0.0025002 | 0.0070243 |
| PDGFRA | 115.44275 | 1.537230 | 0.6202284 | 2.478490 | 0.0131940 | 0.0292649 |
| LGALS3 | 1434.52892 | -1.521665 | 0.2793557 | -5.447053 | 0.0000001 | 0.0000004 |
| OLIG1 | 465.55177 | 1.503309 | 0.2409833 | 6.238230 | 0.0000000 | 0.0000000 |
| SYT6 | 60.90397 | -1.498519 | 0.3535034 | -4.239051 | 0.0000224 | 0.0001122 |
| IL1B | 73.19315 | 1.498150 | 0.5730491 | 2.614348 | 0.0089398 | 0.0210979 |
| FIBCD1 | 66.94239 | 1.467247 | 0.3564700 | 4.116047 | 0.0000385 | 0.0001805 |
| CAMK2G | 25875.10774 | -1.440218 | 0.3332367 | -4.321908 | 0.0000155 | 0.0000830 |
| MS4A7 | 65.95022 | 1.421419 | 0.5699958 | 2.493736 | 0.0126407 | 0.0284304 |
| CTNNA3 | 70.03597 | 1.419853 | 0.3599522 | 3.944560 | 0.0000799 | 0.0003520 |
| NPAS1 | 74.68930 | -1.419176 | 0.5359974 | -2.647729 | 0.0081034 | 0.0192783 |
| KCTD4 | 52.54530 | 1.413563 | 0.4564678 | 3.096743 | 0.0019566 | 0.0058303 |
| PTK2B | 1652.23788 | -1.383340 | 0.2338225 | -5.916197 | 0.0000000 | 0.0000000 |
| TACR2 | 42.59861 | 1.380939 | 0.3727701 | 3.704533 | 0.0002118 | 0.0008114 |
| TSHZ1 | 1332.75569 | -1.363388 | 0.2084189 | -6.541575 | 0.0000000 | 0.0000000 |
| SORL1 | 9782.86718 | -1.357761 | 0.2309157 | -5.879900 | 0.0000000 | 0.0000000 |
| CASS4 | 90.54747 | 1.341102 | 0.2982683 | 4.496295 | 0.0000069 | 0.0000416 |
| GAD2 | 75.08892 | 1.330876 | 0.4378771 | 3.039383 | 0.0023706 | 0.0067244 |
| MUSK | 109.71273 | -1.323634 | 0.4557935 | -2.904020 | 0.0036840 | 0.0098799 |
| RSPO1 | 38.86291 | -1.297118 | 0.3918085 | -3.310592 | 0.0009310 | 0.0031209 |
| TRPM4 | 1300.23478 | -1.294440 | 0.4346961 | -2.977804 | 0.0029032 | 0.0080797 |
| ADGRA1 | 455.34146 | -1.288002 | 0.2647951 | -4.864145 | 0.0000011 | 0.0000077 |
| NXPH4 | 68.12224 | 1.287584 | 0.4202233 | 3.064048 | 0.0021836 | 0.0063154 |
| SHARPIN | 895.29341 | -1.255025 | 0.3860995 | -3.250523 | 0.0011519 | 0.0036977 |
| SNCG | 2119.68867 | -1.252879 | 0.3608142 | -3.472365 | 0.0005159 | 0.0018118 |
| TAC1 | 94.73297 | 1.249630 | 0.3874317 | 3.225420 | 0.0012579 | 0.0039060 |
| ITGA7 | 18974.01094 | -1.247976 | 0.3647723 | -3.421247 | 0.0006233 | 0.0021382 |
| HTR3A | 71.97826 | -1.243347 | 0.4002325 | -3.106561 | 0.0018928 | 0.0056976 |
| SYN1 | 1583.90946 | -1.238420 | 0.4295905 | -2.882792 | 0.0039417 | 0.0104756 |
| NPY1R | 40.37699 | 1.238274 | 0.4810563 | 2.574073 | 0.0100509 | 0.0231642 |
| SYNGAP1 | 8911.06835 | -1.184470 | 0.4373328 | -2.708395 | 0.0067609 | 0.0166207 |
| NOS1 | 206.55580 | -1.176125 | 0.5105109 | -2.303820 | 0.0212328 | 0.0438211 |
| NTNG2 | 2973.81898 | -1.174496 | 0.4384507 | -2.678741 | 0.0073899 | 0.0177238 |
| SLCO2A1 | 41.41941 | 1.158339 | 0.3981810 | 2.909076 | 0.0036250 | 0.0098107 |
| THEMIS | 62.32583 | -1.144445 | 0.3472950 | -3.295309 | 0.0009831 | 0.0032587 |
| ADARB2 | 102.51294 | 1.136249 | 0.3197807 | 3.553213 | 0.0003806 | 0.0014033 |
| CAMK2A | 1463.99374 | 1.130100 | 0.2769881 | 4.079958 | 0.0000450 | 0.0002076 |
| ITGAX | 105.61173 | -1.129599 | 0.2596814 | -4.349942 | 0.0000136 | 0.0000744 |
| GRIA2 | 6902.00979 | 1.124970 | 0.2556917 | 4.399711 | 0.0000108 | 0.0000603 |
| CD79A | 97.33703 | 1.122738 | 0.2850714 | 3.938447 | 0.0000820 | 0.0003558 |
| PDGFRB | 9141.79477 | -1.099957 | 0.2990062 | -3.678710 | 0.0002344 | 0.0008866 |
| SCIMP | 72.30973 | -1.099341 | 0.2743137 | -4.007605 | 0.0000613 | 0.0002742 |
| CALB2 | 50.22089 | 1.086052 | 0.3997960 | 2.716515 | 0.0065973 | 0.0163547 |
| PAX6 | 8987.35306 | -1.081086 | 0.2607583 | -4.145932 | 0.0000338 | 0.0001637 |
| PSEN2 | 915.25987 | -1.069032 | 0.3068933 | -3.483399 | 0.0004951 | 0.0017597 |
| LY9 | 125.97353 | -1.066187 | 0.2864800 | -3.721681 | 0.0001979 | 0.0007889 |
| ACE | 159.27116 | -1.065968 | 0.3457277 | -3.083260 | 0.0020475 | 0.0060400 |
| CDH7 | 84.53609 | -1.048139 | 0.3336074 | -3.141834 | 0.0016789 | 0.0051060 |
| CD33 | 119.96147 | 1.031598 | 0.2632065 | 3.919349 | 0.0000888 | 0.0003796 |
| FN1 | 705.98788 | -1.021086 | 0.3122979 | -3.269588 | 0.0010770 | 0.0035303 |
| RORB | 2641.65042 | -1.011495 | 0.3443011 | -2.937821 | 0.0033053 | 0.0091127 |
| AQP4 | 16262.71646 | 1.004155 | 0.4262698 | 2.355679 | 0.0184889 | 0.0386825 |
6.3 Endothelial
| X | baseMean | log2FoldChange | lfcSE | stat | pvalue | padj |
|---|---|---|---|---|---|---|
| GPHN | 105.397147 | 6.872375 | 0.9231475 | 7.444504 | 0.0000000 | 0.0000000 |
| GRM5 | 60.212097 | 6.084098 | 0.9403392 | 6.470110 | 0.0000000 | 0.0000000 |
| GRIA4 | 28.671707 | 4.931340 | 0.9443380 | 5.222008 | 0.0000002 | 0.0000028 |
| P2RY12 | 60.655966 | 4.852388 | 0.7190922 | 6.747936 | 0.0000000 | 0.0000000 |
| DLG4 | 154.974583 | 4.540505 | 0.5111288 | 8.883289 | 0.0000000 | 0.0000000 |
| SEMA5B | 84.945813 | 4.264285 | 0.7537764 | 5.657228 | 0.0000000 | 0.0000003 |
| ROS1 | 17.920048 | 4.233761 | 0.9785961 | 4.326362 | 0.0000152 | 0.0001260 |
| CRH | 11.874282 | 4.229943 | 1.1611717 | 3.642823 | 0.0002697 | 0.0013992 |
| PTEN | 96.969080 | 3.994704 | 0.6505167 | 6.140816 | 0.0000000 | 0.0000000 |
| FLT1 | 3718.932617 | 3.953958 | 0.3701657 | 10.681589 | 0.0000000 | 0.0000000 |
| IFNG | 151.862551 | 3.894761 | 0.5053816 | 7.706575 | 0.0000000 | 0.0000000 |
| SIM1 | 13.763803 | 3.802401 | 1.1031418 | 3.446883 | 0.0005671 | 0.0026937 |
| CREBBP | 1674.625511 | -3.749443 | 0.3815023 | -9.828099 | 0.0000000 | 0.0000000 |
| RELN | 25.828359 | 3.704195 | 0.7520922 | 4.925187 | 0.0000008 | 0.0000107 |
| NR5A1 | 24.519446 | 3.574405 | 0.7808126 | 4.577801 | 0.0000047 | 0.0000463 |
| CHODL | 67.168290 | 3.521006 | 0.7449427 | 4.726547 | 0.0000023 | 0.0000243 |
| CACNG5 | 45.498939 | 3.381748 | 0.5696623 | 5.936408 | 0.0000000 | 0.0000001 |
| DBH | 32.079022 | -2.904256 | 0.5228394 | -5.554776 | 0.0000000 | 0.0000005 |
| CCR6 | 21.842622 | -2.834969 | 0.5532148 | -5.124535 | 0.0000003 | 0.0000044 |
| SCTR | 17.322809 | 2.787078 | 0.7387125 | 3.772886 | 0.0001614 | 0.0009133 |
| CTSS | 35.546299 | 2.711786 | 0.5608086 | 4.835493 | 0.0000013 | 0.0000154 |
| GRIN3B | 18.398343 | 2.684172 | 0.7610409 | 3.526975 | 0.0004203 | 0.0020705 |
| CXCL10 | 23.910550 | 2.650536 | 0.7281380 | 3.640157 | 0.0002725 | 0.0013992 |
| NXPH4 | 32.892945 | 2.617323 | 0.5982749 | 4.374783 | 0.0000122 | 0.0001078 |
| FEZF2 | 65.269918 | -2.608922 | 0.4131996 | -6.313952 | 0.0000000 | 0.0000000 |
| MUSK | 13.949806 | -2.575487 | 0.6323269 | -4.073031 | 0.0000464 | 0.0002939 |
| PILRA | 51.813016 | 2.552705 | 0.5939819 | 4.297615 | 0.0000173 | 0.0001337 |
| SNCA | 81.107497 | 2.514225 | 0.4420304 | 5.687902 | 0.0000000 | 0.0000003 |
| NOS3 | 1102.610564 | 2.469713 | 0.3259451 | 7.577082 | 0.0000000 | 0.0000000 |
| ADAM10 | 78.771542 | 2.378449 | 0.6201768 | 3.835114 | 0.0001255 | 0.0007258 |
| GAD2 | 9.178752 | 2.335659 | 0.8756001 | 2.667495 | 0.0076419 | 0.0267466 |
| NEGR1 | 37.028556 | 2.334610 | 0.6265921 | 3.725885 | 0.0001946 | 0.0010786 |
| NRG3 | 33.964332 | 2.325276 | 0.5561394 | 4.181103 | 0.0000290 | 0.0002128 |
| MTOR | 148.614203 | 2.265180 | 0.4214983 | 5.374113 | 0.0000001 | 0.0000013 |
| MEIS2 | 33.018637 | 2.195545 | 0.5622354 | 3.905027 | 0.0000942 | 0.0005569 |
| MAPK1 | 315.321825 | 2.188328 | 0.3656681 | 5.984466 | 0.0000000 | 0.0000001 |
| CELSR1 | 32.498998 | 2.178100 | 0.5540784 | 3.931033 | 0.0000846 | 0.0005113 |
| RIMS1 | 43.407059 | 2.163590 | 0.5837469 | 3.706383 | 0.0002102 | 0.0011413 |
| OPRM1 | 31.186347 | -2.163396 | 0.4823109 | -4.485480 | 0.0000073 | 0.0000691 |
| RIMS2 | 35.611353 | 2.150232 | 0.5227434 | 4.113360 | 0.0000390 | 0.0002660 |
| LAMP5 | 75.076885 | 2.032214 | 0.4279807 | 4.748378 | 0.0000021 | 0.0000227 |
| PENK | 22.821861 | 1.999423 | 0.5860232 | 3.411849 | 0.0006452 | 0.0030111 |
| CHRNA5 | 11.613890 | 1.993956 | 0.7725671 | 2.580948 | 0.0098529 | 0.0331757 |
| GRIA2 | 110.869550 | 1.929307 | 0.4421524 | 4.363443 | 0.0000128 | 0.0001099 |
| PRKCD | 147.959376 | -1.920624 | 0.3952769 | -4.858933 | 0.0000012 | 0.0000143 |
| CX3CL1 | 1043.255411 | -1.894131 | 0.4017526 | -4.714670 | 0.0000024 | 0.0000248 |
| TLX3 | 11.742405 | -1.881562 | 0.7774148 | -2.420281 | 0.0155085 | 0.0491103 |
| MAP4K3 | 279.445125 | 1.780267 | 0.3522561 | 5.053902 | 0.0000004 | 0.0000061 |
| SPI1 | 63.980321 | -1.763922 | 0.5420216 | -3.254339 | 0.0011366 | 0.0048762 |
| CST7 | 12.429918 | -1.719700 | 0.6263627 | -2.745534 | 0.0060412 | 0.0214263 |
| SYT6 | 15.793590 | -1.712200 | 0.6119140 | -2.798105 | 0.0051403 | 0.0185445 |
| DCN | 269.776035 | 1.662474 | 0.5047213 | 3.293844 | 0.0009883 | 0.0043813 |
| CD74 | 4747.484295 | -1.641053 | 0.3822290 | -4.293377 | 0.0000176 | 0.0001337 |
| MRC2 | 118.727294 | -1.626714 | 0.3989426 | -4.077563 | 0.0000455 | 0.0002939 |
| MS4A4A | 30.898018 | -1.611109 | 0.5061979 | -3.182766 | 0.0014588 | 0.0060630 |
| OLIG1 | 98.112992 | 1.581913 | 0.4346915 | 3.639164 | 0.0002735 | 0.0013992 |
| INPP5D | 3313.777745 | -1.514745 | 0.3695073 | -4.099365 | 0.0000414 | 0.0002755 |
| SNCG | 529.758151 | -1.511691 | 0.3054744 | -4.948666 | 0.0000007 | 0.0000099 |
| IGF2 | 1040.097708 | -1.491283 | 0.3570609 | -4.176552 | 0.0000296 | 0.0002128 |
| PDGFRB | 385.274236 | -1.486095 | 0.3450191 | -4.307284 | 0.0000165 | 0.0001332 |
| TREM2 | 21.165074 | -1.479298 | 0.5744702 | -2.575065 | 0.0100221 | 0.0333236 |
| EPHA7 | 56.429594 | 1.465798 | 0.4489681 | 3.264814 | 0.0010954 | 0.0047765 |
| CAMK2G | 635.818566 | -1.445333 | 0.3268815 | -4.421581 | 0.0000098 | 0.0000899 |
| TBX1 | 144.769468 | -1.432017 | 0.5119867 | -2.796981 | 0.0051583 | 0.0185445 |
| CSF1 | 438.981538 | -1.401881 | 0.3404953 | -4.117183 | 0.0000384 | 0.0002660 |
| ERBB4 | 41.479900 | 1.377118 | 0.4682478 | 2.941003 | 0.0032715 | 0.0127974 |
| NPNT | 49.576279 | 1.365229 | 0.4431369 | 3.080829 | 0.0020642 | 0.0083195 |
| DEPTOR | 1077.027752 | -1.365196 | 0.4689701 | -2.911053 | 0.0036021 | 0.0138475 |
| NR2F2 | 261.518485 | 1.346924 | 0.3413142 | 3.946288 | 0.0000794 | 0.0004910 |
| SHARPIN | 339.889787 | -1.343778 | 0.4310370 | -3.117548 | 0.0018236 | 0.0074628 |
| KCNQ1 | 212.744550 | -1.335741 | 0.4631059 | -2.884310 | 0.0039227 | 0.0146964 |
| SYNGAP1 | 695.993797 | -1.285596 | 0.3851652 | -3.337778 | 0.0008445 | 0.0038731 |
| ITGA7 | 188.064538 | -1.282343 | 0.3686858 | -3.478146 | 0.0005049 | 0.0024419 |
| CD33 | 34.287898 | 1.274061 | 0.4810400 | 2.648555 | 0.0080837 | 0.0279254 |
| BACE1 | 372.503581 | -1.166499 | 0.3228712 | -3.612893 | 0.0003028 | 0.0015197 |
| SYN1 | 285.626876 | -1.165271 | 0.4166240 | -2.796936 | 0.0051590 | 0.0185445 |
| OPALIN | 158.433853 | 1.110707 | 0.4426832 | 2.509034 | 0.0121062 | 0.0392713 |
| PTK2B | 349.536248 | -1.106025 | 0.3734177 | -2.961897 | 0.0030575 | 0.0121387 |
| LRATD2 | 395.453221 | -1.100806 | 0.3438311 | -3.201589 | 0.0013667 | 0.0057706 |
| APP | 10412.461440 | -1.076211 | 0.3253214 | -3.308148 | 0.0009392 | 0.0042341 |
| FERMT2 | 195.081444 | 1.065227 | 0.4062786 | 2.621913 | 0.0087438 | 0.0298185 |
| KCND2 | 36.401913 | -1.062125 | 0.4370243 | -2.430357 | 0.0150840 | 0.0483414 |
6.4 L2_3_4 IT
| X | baseMean | log2FoldChange | lfcSE | stat | pvalue | padj |
|---|---|---|---|---|---|---|
| IFNG | 1414.10723 | 5.724100 | 0.6095089 | 9.391330 | 0.0000000 | 0.0000000 |
| GRIA4 | 5238.99619 | 5.698078 | 0.2174273 | 26.206820 | 0.0000000 | 0.0000000 |
| GRM5 | 1705.73923 | 5.157038 | 0.2494547 | 20.673248 | 0.0000000 | 0.0000000 |
| GPHN | 1232.79751 | 4.479422 | 0.3416514 | 13.111089 | 0.0000000 | 0.0000000 |
| CHODL | 747.36371 | 4.456506 | 1.3874314 | 3.212055 | 0.0013179 | 0.0037873 |
| DLG4 | 5081.68264 | 4.412676 | 0.2592517 | 17.020816 | 0.0000000 | 0.0000000 |
| NOS3 | 411.46501 | 3.952416 | 0.5539703 | 7.134709 | 0.0000000 | 0.0000000 |
| RIMS1 | 1806.46970 | 3.456719 | 0.3933298 | 8.788347 | 0.0000000 | 0.0000000 |
| MEIS2 | 1278.98223 | 3.387079 | 0.4687771 | 7.225350 | 0.0000000 | 0.0000000 |
| SNCA | 3308.76313 | 3.382261 | 0.3271699 | 10.337934 | 0.0000000 | 0.0000000 |
| PCP4 | 174.89252 | 3.092448 | 0.3818959 | 8.097622 | 0.0000000 | 0.0000000 |
| CXCL10 | 279.98073 | 3.052312 | 0.7361045 | 4.146575 | 0.0000337 | 0.0001561 |
| PTEN | 394.29465 | 2.981078 | 0.6037612 | 4.937512 | 0.0000008 | 0.0000044 |
| CREBBP | 4280.81337 | -2.970685 | 0.2585912 | -11.487959 | 0.0000000 | 0.0000000 |
| CTSS | 153.69233 | 2.911577 | 0.3645472 | 7.986830 | 0.0000000 | 0.0000000 |
| NR5A1 | 322.06219 | 2.910149 | 0.2790201 | 10.429889 | 0.0000000 | 0.0000000 |
| NOS1 | 299.83028 | -2.829230 | 0.2558768 | -11.057002 | 0.0000000 | 0.0000000 |
| TACR2 | 159.39548 | 2.730509 | 0.5139937 | 5.312340 | 0.0000001 | 0.0000007 |
| SCTR | 118.81128 | 2.637707 | 0.3375050 | 7.815313 | 0.0000000 | 0.0000000 |
| MKI67 | 349.03996 | 2.628956 | 0.7545083 | 3.484330 | 0.0004934 | 0.0016181 |
| WNT2 | 191.18577 | 2.598276 | 0.3399989 | 7.642013 | 0.0000000 | 0.0000000 |
| AGTR1 | 107.27282 | 2.500924 | 0.5476623 | 4.566543 | 0.0000050 | 0.0000257 |
| GRIN3B | 245.09011 | 2.464172 | 0.4524959 | 5.445734 | 0.0000001 | 0.0000004 |
| P2RY12 | 160.22010 | 2.428406 | 0.4587155 | 5.293927 | 0.0000001 | 0.0000008 |
| ROS1 | 390.67261 | 2.276594 | 0.2996401 | 7.597762 | 0.0000000 | 0.0000000 |
| THEMIS | 168.75071 | -2.258217 | 0.4376833 | -5.159478 | 0.0000002 | 0.0000015 |
| MAPK1 | 4073.36415 | 2.241834 | 0.2384605 | 9.401280 | 0.0000000 | 0.0000000 |
| DCN | 159.09729 | 2.241737 | 0.3374432 | 6.643303 | 0.0000000 | 0.0000000 |
| CX3CL1 | 4712.81710 | -2.212191 | 0.2220618 | -9.962053 | 0.0000000 | 0.0000000 |
| SPI1 | 264.57839 | -2.189665 | 0.6288304 | -3.482124 | 0.0004975 | 0.0016181 |
| NPY1R | 899.02616 | 2.167603 | 0.4326587 | 5.009960 | 0.0000005 | 0.0000032 |
| MAP4K3 | 1262.53471 | 2.100587 | 0.2244849 | 9.357363 | 0.0000000 | 0.0000000 |
| NEGR1 | 1930.97863 | 2.070587 | 0.2769092 | 7.477496 | 0.0000000 | 0.0000000 |
| KCTD4 | 305.90590 | 2.061354 | 0.4076831 | 5.056267 | 0.0000004 | 0.0000025 |
| MTOR | 859.85760 | 2.011567 | 0.2720109 | 7.395170 | 0.0000000 | 0.0000000 |
| FIBCD1 | 156.26762 | 1.996249 | 0.4433976 | 4.502165 | 0.0000067 | 0.0000342 |
| SYT6 | 211.88059 | -1.982892 | 0.6310932 | -3.141995 | 0.0016780 | 0.0046420 |
| PILRA | 569.98700 | 1.956839 | 0.4187756 | 4.672762 | 0.0000030 | 0.0000160 |
| CA12 | 77.54382 | -1.908195 | 0.3014348 | -6.330376 | 0.0000000 | 0.0000000 |
| AQP4 | 479.10599 | 1.904241 | 0.4887204 | 3.896382 | 0.0000976 | 0.0003854 |
| CAMK2G | 10969.06461 | -1.899264 | 0.2817127 | -6.741846 | 0.0000000 | 0.0000000 |
| NRG3 | 1440.35096 | 1.897574 | 0.2586487 | 7.336492 | 0.0000000 | 0.0000000 |
| PDYN | 839.56820 | -1.887674 | 0.3285593 | -5.745308 | 0.0000000 | 0.0000001 |
| RIMS2 | 1975.08955 | 1.877842 | 0.2095077 | 8.963114 | 0.0000000 | 0.0000000 |
| HS3ST1 | 700.68234 | -1.843978 | 0.3289400 | -5.605819 | 0.0000000 | 0.0000002 |
| ACE | 649.02857 | -1.836986 | 0.3567475 | -5.149261 | 0.0000003 | 0.0000016 |
| TYROBP | 165.20760 | -1.785821 | 0.2564182 | -6.964486 | 0.0000000 | 0.0000000 |
| ADGRA1 | 4382.61546 | -1.768863 | 0.1648095 | -10.732774 | 0.0000000 | 0.0000000 |
| ERBB4 | 270.21190 | 1.758982 | 0.4659175 | 3.775309 | 0.0001598 | 0.0005988 |
| TSHZ1 | 2387.69630 | -1.743494 | 0.3339579 | -5.220699 | 0.0000002 | 0.0000011 |
| SIM1 | 181.00078 | 1.721225 | 0.6716441 | 2.562704 | 0.0103861 | 0.0231148 |
| SOX10 | 644.35967 | -1.694829 | 0.4092363 | -4.141445 | 0.0000345 | 0.0001572 |
| BIN1 | 17456.04687 | -1.693056 | 0.4843997 | -3.495163 | 0.0004738 | 0.0015845 |
| DLK1 | 141.93330 | 1.688238 | 0.5363631 | 3.147567 | 0.0016464 | 0.0045974 |
| TH | 230.33644 | -1.646592 | 0.4388622 | -3.751958 | 0.0001755 | 0.0006412 |
| MRC1 | 153.67001 | 1.640824 | 0.4098830 | 4.003152 | 0.0000625 | 0.0002611 |
| DBH | 318.39924 | -1.638913 | 0.2907291 | -5.637252 | 0.0000000 | 0.0000002 |
| PENK | 296.64402 | 1.607675 | 0.5229344 | 3.074334 | 0.0021097 | 0.0056771 |
| SYN1 | 22334.11370 | -1.564147 | 0.3663339 | -4.269730 | 0.0000196 | 0.0000920 |
| SNCG | 4120.49224 | -1.562270 | 0.3805987 | -4.104770 | 0.0000405 | 0.0001788 |
| CD74 | 1196.86678 | -1.548711 | 0.4693207 | -3.299898 | 0.0009672 | 0.0028629 |
| ROBO1 | 1179.48790 | 1.528919 | 0.2523187 | 6.059474 | 0.0000000 | 0.0000000 |
| KCNC1 | 5933.60145 | -1.496276 | 0.3680284 | -4.065654 | 0.0000479 | 0.0002085 |
| CREB1 | 126.28493 | 1.495265 | 0.5437669 | 2.749828 | 0.0059627 | 0.0147079 |
| PRKCD | 3122.08730 | -1.486625 | 0.2666479 | -5.575238 | 0.0000000 | 0.0000002 |
| BACE1 | 4413.97109 | -1.479332 | 0.2407567 | -6.144511 | 0.0000000 | 0.0000000 |
| TRPM4 | 402.46827 | -1.478238 | 0.2629636 | -5.621456 | 0.0000000 | 0.0000002 |
| COL11A1 | 719.07692 | 1.466579 | 0.5972382 | 2.455602 | 0.0140649 | 0.0297372 |
| OLIG1 | 195.23184 | 1.465696 | 0.3661785 | 4.002681 | 0.0000626 | 0.0002611 |
| SLC17A7 | 25001.95521 | -1.427496 | 0.2630715 | -5.426265 | 0.0000001 | 0.0000004 |
| GPR15 | 101.14423 | 1.423103 | 0.3219565 | 4.420171 | 0.0000099 | 0.0000487 |
| CACNG5 | 195.70943 | 1.414950 | 0.3684402 | 3.840377 | 0.0001228 | 0.0004785 |
| SST | 281.92916 | -1.405312 | 0.6174144 | -2.276124 | 0.0228386 | 0.0427862 |
| BCL11B | 510.37172 | -1.394837 | 0.2599860 | -5.365047 | 0.0000001 | 0.0000006 |
| RELN | 170.95931 | 1.384287 | 0.3353117 | 4.128361 | 0.0000365 | 0.0001639 |
| CHRNA5 | 95.40491 | 1.349446 | 0.3323593 | 4.060202 | 0.0000490 | 0.0002103 |
| ADGRG7 | 61.14773 | 1.348038 | 0.5084545 | 2.651246 | 0.0080195 | 0.0185452 |
| SYNGAP1 | 25353.29365 | -1.348024 | 0.2713296 | -4.968215 | 0.0000007 | 0.0000038 |
| ECHDC3 | 491.02965 | -1.343345 | 0.2274148 | -5.907025 | 0.0000000 | 0.0000000 |
| ID4 | 113.29475 | 1.335697 | 0.3575266 | 3.735937 | 0.0001870 | 0.0006751 |
| MS4A4A | 78.12706 | 1.310539 | 0.4104120 | 3.193228 | 0.0014069 | 0.0039662 |
| SLC6A4 | 160.43350 | -1.305336 | 0.3849850 | -3.390614 | 0.0006974 | 0.0021502 |
| HTR1A | 1137.63939 | -1.298857 | 0.4530780 | -2.866741 | 0.0041472 | 0.0103158 |
| OPN3 | 693.10022 | 1.294974 | 0.3651883 | 3.546043 | 0.0003911 | 0.0013305 |
| FEZF2 | 187.13191 | -1.289924 | 0.4436391 | -2.907599 | 0.0036422 | 0.0092938 |
| NTNG2 | 552.79103 | -1.280799 | 0.3608046 | -3.549842 | 0.0003855 | 0.0013267 |
| CD79A | 162.12271 | -1.266193 | 0.3367760 | -3.759749 | 0.0001701 | 0.0006293 |
| KCNQ1 | 103.20503 | -1.262285 | 0.2952036 | -4.275982 | 0.0000190 | 0.0000920 |
| PTK2B | 19312.30735 | -1.253037 | 0.3384506 | -3.702275 | 0.0002137 | 0.0007620 |
| IL10 | 84.23095 | 1.246898 | 0.3628233 | 3.436653 | 0.0005889 | 0.0018465 |
| SLC29A2 | 576.64581 | 1.238736 | 0.3250609 | 3.810781 | 0.0001385 | 0.0005257 |
| NDNF | 87.77478 | -1.188095 | 0.3638112 | -3.265691 | 0.0010920 | 0.0032002 |
| IGF2 | 135.31502 | 1.186190 | 0.3410782 | 3.477764 | 0.0005056 | 0.0016268 |
| CUX2 | 11841.32374 | -1.182885 | 0.2628934 | -4.499487 | 0.0000068 | 0.0000342 |
| PSEN2 | 2294.99732 | -1.173339 | 0.2236655 | -5.245953 | 0.0000002 | 0.0000010 |
| NDST4 | 44.40551 | 1.172480 | 0.3356012 | 3.493670 | 0.0004764 | 0.0015845 |
| PDGFRA | 211.41542 | 1.161419 | 0.5016575 | 2.315163 | 0.0206040 | 0.0398613 |
| TAC1 | 147.40313 | 1.161037 | 0.3513361 | 3.304632 | 0.0009510 | 0.0028434 |
| TLR4 | 110.23444 | 1.157085 | 0.5020730 | 2.304615 | 0.0211881 | 0.0407252 |
| NPNT | 208.74833 | 1.151046 | 0.2914234 | 3.949737 | 0.0000782 | 0.0003172 |
| C1QA | 138.38346 | -1.136638 | 0.4690844 | -2.423099 | 0.0153887 | 0.0316324 |
| ADAM10 | 228.99898 | 1.128802 | 0.4602943 | 2.452350 | 0.0141927 | 0.0297945 |
| EPHA10 | 4893.34362 | -1.121976 | 0.4827603 | -2.324085 | 0.0201210 | 0.0391829 |
| SYP | 29393.76797 | -1.121516 | 0.2865493 | -3.913866 | 0.0000908 | 0.0003633 |
| CDH7 | 182.71460 | -1.093394 | 0.4233954 | -2.582442 | 0.0098104 | 0.0221669 |
| NPTX1 | 5279.31132 | 1.080519 | 0.3480644 | 3.104365 | 0.0019069 | 0.0052263 |
| CSF1 | 257.93652 | -1.071540 | 0.3494332 | -3.066509 | 0.0021657 | 0.0057713 |
| ICAM1 | 122.13957 | -1.035491 | 0.3191058 | -3.244976 | 0.0011746 | 0.0034087 |
| CCKBR | 2070.49883 | -1.032441 | 0.1965625 | -5.252482 | 0.0000002 | 0.0000010 |
| PLCG2 | 77.82207 | 1.024988 | 0.3035205 | 3.376998 | 0.0007328 | 0.0022362 |
| ETV1 | 502.01392 | 1.014865 | 0.3733697 | 2.718124 | 0.0065653 | 0.0159290 |
| CCR6 | 58.17102 | 1.009513 | 0.3973712 | 2.540480 | 0.0110700 | 0.0242721 |
| UBE3A | 1697.29111 | 1.007687 | 0.1895249 | 5.316908 | 0.0000001 | 0.0000007 |
6.5 L5_6 IT
| X | baseMean | log2FoldChange | lfcSE | stat | pvalue | padj |
|---|---|---|---|---|---|---|
| IFNG | 2847.52415 | 6.239040 | 0.9043592 | 6.898851 | 0.0000000 | 0.0000000 |
| GRIA4 | 2443.01921 | 5.643501 | 0.3033411 | 18.604474 | 0.0000000 | 0.0000000 |
| GRM5 | 2042.84803 | 5.432306 | 0.3551056 | 15.297720 | 0.0000000 | 0.0000000 |
| CHODL | 1929.43768 | 5.311141 | 1.4444785 | 3.676857 | 0.0002361 | 0.0008629 |
| GPHN | 1618.65880 | 5.023820 | 0.2824390 | 17.787277 | 0.0000000 | 0.0000000 |
| DLG4 | 6316.34404 | 4.337494 | 0.2870119 | 15.112597 | 0.0000000 | 0.0000000 |
| CXCL10 | 757.45965 | 4.063033 | 1.1733716 | 3.462699 | 0.0005348 | 0.0016663 |
| RIMS1 | 3227.73161 | 4.019554 | 0.3383425 | 11.880134 | 0.0000000 | 0.0000000 |
| NOS3 | 532.62776 | 3.860130 | 0.5011419 | 7.702669 | 0.0000000 | 0.0000000 |
| SCTR | 212.98522 | 3.661916 | 0.5307039 | 6.900112 | 0.0000000 | 0.0000000 |
| SIM1 | 465.08494 | 3.623841 | 0.7176092 | 5.049882 | 0.0000004 | 0.0000026 |
| NR5A1 | 375.53481 | 3.604366 | 0.4513559 | 7.985641 | 0.0000000 | 0.0000000 |
| SNCA | 5831.09089 | 3.595490 | 0.2592217 | 13.870327 | 0.0000000 | 0.0000000 |
| MKI67 | 766.68461 | 3.334108 | 1.1481733 | 2.903837 | 0.0036862 | 0.0085915 |
| PTEN | 704.24801 | 3.196165 | 0.5980722 | 5.344112 | 0.0000001 | 0.0000007 |
| CREBBP | 5805.16854 | -2.762146 | 0.2494416 | -11.073317 | 0.0000000 | 0.0000000 |
| CTSS | 150.17912 | 2.717805 | 0.3444054 | 7.891296 | 0.0000000 | 0.0000000 |
| TACR2 | 261.09865 | 2.556233 | 0.4247950 | 6.017569 | 0.0000000 | 0.0000000 |
| CX3CL1 | 5856.11503 | -2.369349 | 0.2234727 | -10.602408 | 0.0000000 | 0.0000000 |
| AGTR1 | 109.39685 | 2.289187 | 0.4127354 | 5.546378 | 0.0000000 | 0.0000002 |
| NEGR1 | 2799.04099 | 2.269343 | 0.2797251 | 8.112763 | 0.0000000 | 0.0000000 |
| NOS1 | 411.82694 | -2.268805 | 0.2803424 | -8.092979 | 0.0000000 | 0.0000000 |
| MAP4K3 | 1688.40276 | 2.225716 | 0.2484869 | 8.957075 | 0.0000000 | 0.0000000 |
| NPY1R | 1474.72352 | 2.220387 | 0.4442953 | 4.997548 | 0.0000006 | 0.0000033 |
| SPI1 | 349.53069 | -2.209690 | 0.6235236 | -3.543875 | 0.0003943 | 0.0012550 |
| MEIS2 | 466.16752 | 2.172815 | 0.2842944 | 7.642836 | 0.0000000 | 0.0000000 |
| MAPK1 | 4794.52273 | 2.158751 | 0.2885949 | 7.480212 | 0.0000000 | 0.0000000 |
| GRIN3B | 283.43083 | 2.138377 | 0.3631441 | 5.888507 | 0.0000000 | 0.0000000 |
| FOS | 817.35873 | 2.111059 | 0.5857039 | 3.604310 | 0.0003130 | 0.0010649 |
| NRG3 | 1693.81482 | 2.070037 | 0.2722460 | 7.603552 | 0.0000000 | 0.0000000 |
| ROS1 | 336.59550 | 2.066791 | 0.2947750 | 7.011421 | 0.0000000 | 0.0000000 |
| P2RY12 | 177.21064 | 2.030460 | 0.3836899 | 5.291930 | 0.0000001 | 0.0000009 |
| PCP4 | 303.19473 | 1.959702 | 0.3729542 | 5.254538 | 0.0000001 | 0.0000010 |
| NDST4 | 77.70848 | 1.916836 | 0.3765177 | 5.090960 | 0.0000004 | 0.0000022 |
| MTOR | 1033.09290 | 1.902366 | 0.3328157 | 5.715973 | 0.0000000 | 0.0000001 |
| BCL11B | 898.15719 | -1.882025 | 0.3190563 | -5.898725 | 0.0000000 | 0.0000000 |
| CD74 | 1639.47192 | -1.873189 | 0.3600540 | -5.202522 | 0.0000002 | 0.0000013 |
| MRC1 | 167.88602 | 1.847155 | 0.3212966 | 5.749066 | 0.0000000 | 0.0000001 |
| GPR15 | 106.12390 | 1.837038 | 0.2999330 | 6.124828 | 0.0000000 | 0.0000000 |
| OLIG1 | 414.76391 | 1.835573 | 0.3806226 | 4.822554 | 0.0000014 | 0.0000078 |
| SYT6 | 677.08521 | -1.822372 | 0.4352468 | -4.186985 | 0.0000283 | 0.0001213 |
| RIMS2 | 2266.71518 | 1.819424 | 0.2468341 | 7.371039 | 0.0000000 | 0.0000000 |
| COL11A1 | 1534.90319 | 1.760368 | 0.2878154 | 6.116307 | 0.0000000 | 0.0000000 |
| OPN3 | 1015.80197 | 1.745024 | 0.4109223 | 4.246604 | 0.0000217 | 0.0000973 |
| HTR1A | 453.96638 | -1.731576 | 0.3820662 | -4.532136 | 0.0000058 | 0.0000279 |
| PILRA | 765.19163 | 1.730139 | 0.4266804 | 4.054883 | 0.0000502 | 0.0002062 |
| ACE | 1007.86916 | -1.726374 | 0.4352511 | -3.966386 | 0.0000730 | 0.0002842 |
| PRKCD | 2765.05569 | -1.717378 | 0.2837613 | -6.052192 | 0.0000000 | 0.0000000 |
| TSHZ1 | 2233.31841 | -1.687809 | 0.2855947 | -5.909805 | 0.0000000 | 0.0000000 |
| ID4 | 249.06872 | 1.685940 | 0.3739018 | 4.509044 | 0.0000065 | 0.0000306 |
| CAMK2G | 18242.46645 | -1.682458 | 0.2163526 | -7.776466 | 0.0000000 | 0.0000000 |
| ADAM10 | 389.43158 | 1.616080 | 0.5041503 | 3.205552 | 0.0013480 | 0.0035948 |
| SYN1 | 35305.58350 | -1.612453 | 0.2667607 | -6.044568 | 0.0000000 | 0.0000000 |
| ITGA7 | 2937.66212 | -1.607106 | 0.4822430 | -3.332565 | 0.0008605 | 0.0024652 |
| FOXP2 | 594.87489 | 1.606635 | 0.5277756 | 3.044163 | 0.0023333 | 0.0058038 |
| DBH | 360.12657 | -1.569021 | 0.3080210 | -5.093876 | 0.0000004 | 0.0000022 |
| CA12 | 91.28894 | -1.534226 | 0.2875444 | -5.335615 | 0.0000001 | 0.0000007 |
| CREB1 | 148.76736 | 1.530447 | 0.4480494 | 3.415799 | 0.0006360 | 0.0019014 |
| PTK2B | 12066.79828 | -1.525195 | 0.3012183 | -5.063422 | 0.0000004 | 0.0000024 |
| TYROBP | 210.27895 | -1.505396 | 0.3396772 | -4.431844 | 0.0000093 | 0.0000432 |
| CHRNA5 | 124.96123 | 1.497759 | 0.2944223 | 5.087112 | 0.0000004 | 0.0000022 |
| KCNC1 | 6747.71351 | -1.496792 | 0.3181998 | -4.703936 | 0.0000026 | 0.0000135 |
| PENK | 314.82995 | 1.483512 | 0.3363115 | 4.411124 | 0.0000103 | 0.0000468 |
| KCTD4 | 203.03051 | 1.476177 | 0.4585989 | 3.218884 | 0.0012869 | 0.0034629 |
| DCN | 189.59860 | 1.473732 | 0.3158149 | 4.666444 | 0.0000031 | 0.0000159 |
| DLK1 | 199.06969 | 1.469520 | 0.5339238 | 2.752302 | 0.0059178 | 0.0131704 |
| BACE1 | 6900.79852 | -1.455495 | 0.2111476 | -6.893258 | 0.0000000 | 0.0000000 |
| SYNGAP1 | 24677.57259 | -1.448042 | 0.2736450 | -5.291681 | 0.0000001 | 0.0000009 |
| EPHA1 | 192.40170 | 1.442087 | 0.3946400 | 3.654183 | 0.0002580 | 0.0009313 |
| SST | 405.72506 | -1.421158 | 0.6060268 | -2.345042 | 0.0190249 | 0.0372939 |
| SNCG | 5734.97324 | -1.405591 | 0.3904142 | -3.600255 | 0.0003179 | 0.0010693 |
| IL10 | 91.20479 | 1.400273 | 0.3326838 | 4.209019 | 0.0000256 | 0.0001133 |
| OXGR1 | 109.13921 | -1.391998 | 0.5629576 | -2.472651 | 0.0134115 | 0.0279564 |
| ADGRG7 | 93.89682 | 1.362416 | 0.4090432 | 3.330739 | 0.0008662 | 0.0024652 |
| BIN1 | 20187.64235 | -1.350826 | 0.3732693 | -3.618904 | 0.0002959 | 0.0010425 |
| ADGRA1 | 8247.91203 | -1.345368 | 0.2216044 | -6.071038 | 0.0000000 | 0.0000000 |
| SLC29A2 | 906.00631 | 1.340701 | 0.3960936 | 3.384810 | 0.0007123 | 0.0020875 |
| NMBR | 83.43934 | 1.339405 | 0.3706337 | 3.613823 | 0.0003017 | 0.0010480 |
| FEZF2 | 2143.50678 | -1.335427 | 0.2879034 | -4.638455 | 0.0000035 | 0.0000179 |
| SCIMP | 159.79268 | -1.315858 | 0.2723970 | -4.830661 | 0.0000014 | 0.0000076 |
| IGF2 | 204.83235 | 1.312295 | 0.4296632 | 3.054241 | 0.0022563 | 0.0057083 |
| HTR3A | 168.43129 | -1.271207 | 0.3050740 | -4.166880 | 0.0000309 | 0.0001287 |
| DRD1 | 2246.53390 | -1.244692 | 0.3432221 | -3.626492 | 0.0002873 | 0.0010246 |
| UBE3A | 2415.29815 | 1.240538 | 0.2254731 | 5.501935 | 0.0000000 | 0.0000003 |
| SLC17A7 | 38695.92632 | -1.221467 | 0.2039331 | -5.989547 | 0.0000000 | 0.0000000 |
| HS3ST1 | 646.30564 | -1.203411 | 0.3202601 | -3.757606 | 0.0001715 | 0.0006347 |
| CSF1 | 310.41493 | -1.198343 | 0.2598129 | -4.612332 | 0.0000040 | 0.0000199 |
| TRPM4 | 919.95879 | -1.197225 | 0.4270836 | -2.803257 | 0.0050589 | 0.0115188 |
| RELN | 174.47593 | 1.192826 | 0.2588525 | 4.608131 | 0.0000041 | 0.0000199 |
| CD79A | 190.26234 | -1.177231 | 0.2808196 | -4.192125 | 0.0000276 | 0.0001203 |
| EPHA10 | 3220.97229 | -1.173910 | 0.4269724 | -2.749382 | 0.0059708 | 0.0131892 |
| GAD2 | 135.65104 | 1.172069 | 0.3397770 | 3.449523 | 0.0005616 | 0.0017315 |
| CACNG5 | 363.29217 | 1.166045 | 0.3070722 | 3.797299 | 0.0001463 | 0.0005481 |
| ERBB4 | 415.81156 | 1.160562 | 0.4157107 | 2.791754 | 0.0052423 | 0.0118452 |
| SHARPIN | 1009.43107 | -1.158032 | 0.3776387 | -3.066507 | 0.0021658 | 0.0055388 |
| CCKBR | 3202.60724 | -1.153365 | 0.1905473 | -6.052905 | 0.0000000 | 0.0000000 |
| TH | 363.98989 | -1.150744 | 0.4127904 | -2.787720 | 0.0053080 | 0.0119029 |
| NRG1 | 1295.39654 | -1.128962 | 0.3457180 | -3.265559 | 0.0010925 | 0.0029667 |
| NPNT | 263.85429 | 1.123076 | 0.2815224 | 3.989296 | 0.0000663 | 0.0002651 |
| WNT2 | 103.92623 | 1.122749 | 0.3428595 | 3.274663 | 0.0010579 | 0.0028994 |
| GRIN3A | 1887.35582 | -1.110143 | 0.2660844 | -4.172148 | 0.0000302 | 0.0001276 |
| ICAM1 | 182.09868 | -1.104178 | 0.2732303 | -4.041197 | 0.0000532 | 0.0002156 |
| TREM2 | 135.57861 | -1.100798 | 0.3590531 | -3.065837 | 0.0021706 | 0.0055388 |
| GRIN1 | 55714.51435 | -1.099636 | 0.3611159 | -3.045105 | 0.0023260 | 0.0058038 |
| NDNF | 85.30265 | -1.093002 | 0.3078978 | -3.549885 | 0.0003854 | 0.0012400 |
| ADRB1 | 2289.16628 | 1.089772 | 0.4433187 | 2.458213 | 0.0139630 | 0.0287018 |
| SLC6A4 | 165.85537 | -1.074689 | 0.3093745 | -3.473746 | 0.0005132 | 0.0016162 |
| PKP2 | 75.17802 | 1.071454 | 0.3243633 | 3.303251 | 0.0009557 | 0.0026438 |
| NTNG2 | 2779.97269 | -1.071153 | 0.2240733 | -4.780369 | 0.0000017 | 0.0000094 |
| SOX10 | 1428.80280 | -1.060088 | 0.3931436 | -2.696440 | 0.0070085 | 0.0153668 |
| PSEN2 | 3024.34293 | -1.057626 | 0.3120210 | -3.389597 | 0.0007000 | 0.0020719 |
| GPR55 | 103.82893 | 1.045147 | 0.3514086 | 2.974166 | 0.0029379 | 0.0071868 |
| TLR4 | 134.80392 | 1.033671 | 0.4378141 | 2.360981 | 0.0182267 | 0.0364534 |
| SLC32A1 | 211.99225 | 1.026122 | 0.3238011 | 3.168988 | 0.0015297 | 0.0040428 |
| TRHR | 149.75686 | 1.022369 | 0.3577750 | 2.857576 | 0.0042689 | 0.0098719 |
| ANPEP | 113.34187 | 1.011292 | 0.3034865 | 3.332247 | 0.0008615 | 0.0024652 |
| NPTX1 | 7878.93201 | 1.000784 | 0.2522103 | 3.968054 | 0.0000725 | 0.0002842 |
| TNF | 205.38326 | 1.000619 | 0.2801213 | 3.572091 | 0.0003541 | 0.0011647 |
6.6 L5_6 NP
| X | baseMean | log2FoldChange | lfcSE | stat | pvalue | padj |
|---|---|---|---|---|---|---|
| CHODL | 228.416965 | 6.930169 | 1.6616383 | 4.170684 | 0.0000304 | 0.0003423 |
| CXCL10 | 64.016175 | 6.693552 | 1.0937303 | 6.119929 | 0.0000000 | 0.0000000 |
| IFNG | 197.165043 | 6.413956 | 0.7604774 | 8.434117 | 0.0000000 | 0.0000000 |
| SCTR | 44.119375 | 6.078005 | 2.2076942 | 2.753101 | 0.0059034 | 0.0263825 |
| GRM5 | 131.850010 | 5.998501 | 0.6666771 | 8.997611 | 0.0000000 | 0.0000000 |
| GRIA4 | 268.199104 | 5.921954 | 0.5500846 | 10.765533 | 0.0000000 | 0.0000000 |
| GPHN | 78.352330 | 5.708460 | 0.7250779 | 7.872893 | 0.0000000 | 0.0000000 |
| NOS3 | 53.445576 | 5.170710 | 0.9741095 | 5.308141 | 0.0000001 | 0.0000023 |
| MKI67 | 56.348173 | 4.239351 | 0.9493488 | 4.465536 | 0.0000080 | 0.0001003 |
| DLG4 | 304.468937 | 4.110224 | 0.4082862 | 10.067016 | 0.0000000 | 0.0000000 |
| SIM1 | 44.270549 | 4.001679 | 0.9549157 | 4.190610 | 0.0000278 | 0.0003285 |
| PTEN | 38.941928 | 3.950304 | 0.7677053 | 5.145600 | 0.0000003 | 0.0000051 |
| CTSS | 6.286876 | 3.902807 | 1.3335426 | 2.926646 | 0.0034264 | 0.0169949 |
| RIMS1 | 162.688663 | 3.771732 | 0.5191103 | 7.265763 | 0.0000000 | 0.0000000 |
| SNCA | 322.080969 | 3.610596 | 0.4196148 | 8.604549 | 0.0000000 | 0.0000000 |
| NR5A1 | 18.070171 | 3.546346 | 0.8986025 | 3.946512 | 0.0000793 | 0.0007555 |
| CREBBP | 299.938669 | -3.004422 | 0.4051515 | -7.415552 | 0.0000000 | 0.0000000 |
| MAP4K3 | 116.868462 | 2.984437 | 0.4522584 | 6.598963 | 0.0000000 | 0.0000000 |
| MEIS2 | 152.181876 | 2.910296 | 0.6212608 | 4.684501 | 0.0000028 | 0.0000409 |
| LAMP5 | 16.322168 | 2.624458 | 0.7136364 | 3.677584 | 0.0002355 | 0.0017174 |
| HTR1A | 33.835980 | -2.467926 | 0.5968747 | -4.134747 | 0.0000355 | 0.0003832 |
| SPI1 | 29.432329 | -2.442885 | 0.7393349 | -3.304166 | 0.0009526 | 0.0054940 |
| MAPK1 | 171.415529 | 2.442337 | 0.4986871 | 4.897535 | 0.0000010 | 0.0000150 |
| VIPR2 | 16.127691 | -2.405445 | 0.7572210 | -3.176675 | 0.0014897 | 0.0078607 |
| CX3CL1 | 312.039955 | -2.394234 | 0.3950010 | -6.061337 | 0.0000000 | 0.0000000 |
| PRKCD | 38.776508 | -2.319285 | 0.7596752 | -3.052995 | 0.0022657 | 0.0117061 |
| GRIN3B | 15.748870 | 2.316418 | 0.7101543 | 3.261852 | 0.0011069 | 0.0062387 |
| ROS1 | 22.523375 | 2.296774 | 0.6463510 | 3.553447 | 0.0003802 | 0.0026941 |
| P2RY12 | 10.217067 | 2.190958 | 0.8429304 | 2.599215 | 0.0093437 | 0.0362069 |
| CACNG5 | 13.623552 | 2.176194 | 0.8032136 | 2.709358 | 0.0067414 | 0.0288251 |
| OLIG1 | 42.993012 | 2.170387 | 0.5402513 | 4.017367 | 0.0000589 | 0.0006028 |
| MTOR | 51.328339 | 2.161466 | 0.4811192 | 4.492580 | 0.0000070 | 0.0000969 |
| NEGR1 | 157.435809 | 2.046614 | 0.4160335 | 4.919350 | 0.0000009 | 0.0000146 |
| TRPM4 | 27.935024 | -1.931173 | 0.5753248 | -3.356666 | 0.0007889 | 0.0047718 |
| ACE | 46.135887 | -1.895493 | 0.5020988 | -3.775139 | 0.0001599 | 0.0012436 |
| NPY1R | 27.800113 | 1.822452 | 0.6898849 | 2.641676 | 0.0082497 | 0.0337469 |
| SYT6 | 149.672809 | -1.763022 | 0.3950531 | -4.462748 | 0.0000081 | 0.0001003 |
| ITGA7 | 61.994590 | -1.700584 | 0.5771368 | -2.946588 | 0.0032130 | 0.0162618 |
| HS3ST1 | 63.726721 | -1.684414 | 0.4462860 | -3.774293 | 0.0001605 | 0.0012436 |
| NRG3 | 92.180934 | 1.634759 | 0.4179433 | 3.911437 | 0.0000917 | 0.0008126 |
| CAMK2G | 1170.840722 | -1.540864 | 0.3134362 | -4.916039 | 0.0000009 | 0.0000146 |
| PILRA | 42.118895 | 1.535957 | 0.5829004 | 2.635025 | 0.0084131 | 0.0337469 |
| EPHA10 | 214.145854 | -1.530452 | 0.4760629 | -3.214810 | 0.0013053 | 0.0070373 |
| KCNC1 | 220.098624 | -1.511629 | 0.4685113 | -3.226451 | 0.0012534 | 0.0069074 |
| ADGRA1 | 353.682431 | -1.457249 | 0.4311305 | -3.380066 | 0.0007247 | 0.0045731 |
| SYN1 | 1216.659802 | -1.447488 | 0.3675925 | -3.937751 | 0.0000822 | 0.0007555 |
| BACE1 | 597.456114 | -1.435786 | 0.3580691 | -4.009802 | 0.0000608 | 0.0006028 |
| SYNGAP1 | 1166.196217 | -1.424617 | 0.4077888 | -3.493516 | 0.0004767 | 0.0031952 |
| BCL11B | 500.812903 | -1.412879 | 0.3741997 | -3.775736 | 0.0001595 | 0.0012436 |
| PSEN2 | 186.878168 | -1.364132 | 0.3948580 | -3.454740 | 0.0005508 | 0.0035948 |
| COL11A1 | 397.289237 | 1.355253 | 0.3485312 | 3.888470 | 0.0001009 | 0.0008627 |
| SLC29A2 | 69.911685 | 1.310516 | 0.4765306 | 2.750120 | 0.0059573 | 0.0263825 |
| RIMS2 | 117.672398 | 1.281637 | 0.3838420 | 3.338971 | 0.0008409 | 0.0049653 |
| TSHZ1 | 226.254330 | -1.280158 | 0.4622549 | -2.769376 | 0.0056164 | 0.0257937 |
| SYP | 2270.099494 | -1.277014 | 0.3439385 | -3.712913 | 0.0002049 | 0.0015398 |
| CCKBR | 34.820042 | -1.274947 | 0.4842404 | -2.632881 | 0.0084664 | 0.0337469 |
| FGFR3 | 45.293337 | -1.266371 | 0.5114754 | -2.475918 | 0.0132894 | 0.0499360 |
| NRG1 | 107.035301 | -1.209792 | 0.4419770 | -2.737229 | 0.0061959 | 0.0269577 |
| OPALIN | 133.923936 | 1.179372 | 0.4169921 | 2.828284 | 0.0046798 | 0.0218981 |
| ADAM17 | 133.621952 | -1.149979 | 0.4323974 | -2.659542 | 0.0078247 | 0.0328903 |
| NPTX1 | 445.053990 | 1.117155 | 0.4249940 | 2.628636 | 0.0085728 | 0.0337469 |
| SLC17A7 | 1216.326932 | -1.113670 | 0.3299559 | -3.375209 | 0.0007376 | 0.0045731 |
| FEZF2 | 938.785876 | -1.080873 | 0.3085653 | -3.502900 | 0.0004602 | 0.0031704 |
| RPH3A | 1461.376366 | -1.007007 | 0.3505214 | -2.872883 | 0.0040674 | 0.0196570 |
6.7 L6b
| X | baseMean | log2FoldChange | lfcSE | stat | pvalue | padj |
|---|---|---|---|---|---|---|
| IFNG | 341.01243 | 5.354484 | 0.4457571 | 12.012113 | 0.0000000 | 0.0000000 |
| GRM5 | 287.75018 | 5.177892 | 0.5151698 | 10.050845 | 0.0000000 | 0.0000000 |
| GRIA4 | 181.70967 | 5.089709 | 0.4909136 | 10.367831 | 0.0000000 | 0.0000000 |
| CHODL | 200.45375 | 4.830863 | 0.6143844 | 7.862932 | 0.0000000 | 0.0000000 |
| GPHN | 228.47184 | 4.715876 | 0.4616666 | 10.214895 | 0.0000000 | 0.0000000 |
| DLG4 | 995.91791 | 3.833912 | 0.4242702 | 9.036486 | 0.0000000 | 0.0000000 |
| RIMS1 | 513.31219 | 3.607169 | 0.4410231 | 8.179094 | 0.0000000 | 0.0000000 |
| CXCL10 | 109.82057 | 3.561418 | 0.4535581 | 7.852176 | 0.0000000 | 0.0000000 |
| SNCA | 934.61500 | 3.440405 | 0.4005381 | 8.589456 | 0.0000000 | 0.0000000 |
| PTEN | 101.61267 | 3.346554 | 0.6032107 | 5.547901 | 0.0000000 | 0.0000005 |
| NOS3 | 79.63960 | 3.206746 | 0.5071246 | 6.323389 | 0.0000000 | 0.0000000 |
| AGTR1 | 28.48605 | 3.135541 | 0.6244156 | 5.021561 | 0.0000005 | 0.0000069 |
| CTSS | 33.57578 | 3.026150 | 0.6066653 | 4.988171 | 0.0000006 | 0.0000078 |
| CREBBP | 1031.03904 | -2.945548 | 0.3640731 | -8.090540 | 0.0000000 | 0.0000000 |
| SIM1 | 73.27519 | 2.904113 | 0.5278259 | 5.502028 | 0.0000000 | 0.0000007 |
| SCTR | 25.25303 | 2.803266 | 0.6410844 | 4.372695 | 0.0000123 | 0.0001097 |
| MEIS2 | 365.27962 | 2.798349 | 0.3820161 | 7.325211 | 0.0000000 | 0.0000000 |
| NOS1 | 96.74164 | -2.640617 | 0.4508157 | -5.857420 | 0.0000000 | 0.0000001 |
| OLIG1 | 82.61542 | 2.521022 | 0.5546261 | 4.545444 | 0.0000055 | 0.0000539 |
| P2RY12 | 29.53828 | 2.519820 | 0.5969009 | 4.221505 | 0.0000243 | 0.0002045 |
| CX3CL1 | 1513.68240 | -2.416760 | 0.3738100 | -6.465211 | 0.0000000 | 0.0000000 |
| SYT6 | 724.41855 | -2.386910 | 0.6315028 | -3.779730 | 0.0001570 | 0.0010771 |
| NR5A1 | 54.59304 | 2.371145 | 0.5265227 | 4.503405 | 0.0000067 | 0.0000636 |
| NPY1R | 219.35377 | 2.349535 | 0.4884349 | 4.810334 | 0.0000015 | 0.0000178 |
| GRIN3B | 53.46155 | 2.343378 | 0.4981690 | 4.703981 | 0.0000026 | 0.0000269 |
| FOS | 147.41867 | 2.319744 | 0.6242261 | 3.716192 | 0.0002022 | 0.0013560 |
| TACR2 | 32.60109 | 2.307993 | 0.5621645 | 4.105547 | 0.0000403 | 0.0003131 |
| MKI67 | 97.64982 | 2.289546 | 0.5416047 | 4.227337 | 0.0000236 | 0.0002045 |
| MAP4K3 | 281.59582 | 2.192186 | 0.3954492 | 5.543533 | 0.0000000 | 0.0000005 |
| PDYN | 179.22990 | -2.120471 | 0.4182663 | -5.069667 | 0.0000004 | 0.0000056 |
| MAPK1 | 835.21440 | 2.058887 | 0.3959084 | 5.200413 | 0.0000002 | 0.0000031 |
| SPI1 | 68.25795 | -2.057898 | 0.6206816 | -3.315545 | 0.0009146 | 0.0048182 |
| PRKCD | 581.75834 | -2.017561 | 0.4187993 | -4.817488 | 0.0000015 | 0.0000178 |
| NRG3 | 322.96116 | 1.968655 | 0.3848701 | 5.115116 | 0.0000003 | 0.0000046 |
| IGF2 | 50.10649 | 1.954426 | 0.5833544 | 3.350323 | 0.0008072 | 0.0043294 |
| CACNG5 | 41.77723 | 1.895806 | 0.5329574 | 3.557143 | 0.0003749 | 0.0022120 |
| TMEM119 | 36.10576 | 1.890705 | 0.5836439 | 3.239483 | 0.0011975 | 0.0059873 |
| SYN1 | 4493.62349 | -1.880488 | 0.3541374 | -5.310050 | 0.0000001 | 0.0000018 |
| ROS1 | 103.53376 | 1.860812 | 0.4494844 | 4.139880 | 0.0000347 | 0.0002785 |
| MRC1 | 21.93051 | 1.847168 | 0.6095906 | 3.030178 | 0.0024441 | 0.0110924 |
| SST | 74.79717 | -1.832985 | 0.6087675 | -3.010977 | 0.0026041 | 0.0116395 |
| TSHZ1 | 397.66583 | -1.796035 | 0.4467486 | -4.020236 | 0.0000581 | 0.0004398 |
| CHRNA5 | 23.19293 | 1.766890 | 0.6042930 | 2.923897 | 0.0034568 | 0.0149964 |
| ACE | 157.35978 | -1.759081 | 0.4250317 | -4.138705 | 0.0000349 | 0.0002785 |
| NEGR1 | 481.03406 | 1.724503 | 0.3718002 | 4.638251 | 0.0000035 | 0.0000357 |
| COL11A1 | 260.84812 | 1.716517 | 0.4721284 | 3.635700 | 0.0002772 | 0.0017400 |
| PILRA | 130.42195 | 1.709653 | 0.4793715 | 3.566447 | 0.0003619 | 0.0021785 |
| KCNC1 | 859.28784 | -1.702691 | 0.4248217 | -4.008013 | 0.0000612 | 0.0004516 |
| ADGRA1 | 1772.45214 | -1.699124 | 0.3824487 | -4.442751 | 0.0000089 | 0.0000819 |
| RIMS2 | 544.04172 | 1.691633 | 0.3593912 | 4.706939 | 0.0000025 | 0.0000269 |
| CAMK2G | 5172.71820 | -1.665057 | 0.3521688 | -4.728009 | 0.0000023 | 0.0000257 |
| RELN | 28.49995 | 1.664563 | 0.5848188 | 2.846289 | 0.0044232 | 0.0181264 |
| OXGR1 | 22.92828 | -1.638792 | 0.6817526 | -2.403793 | 0.0162260 | 0.0495964 |
| CD79A | 39.42029 | -1.625150 | 0.5144489 | -3.159012 | 0.0015831 | 0.0076557 |
| SLC29A2 | 156.29690 | 1.616874 | 0.4635730 | 3.487852 | 0.0004869 | 0.0028165 |
| CTNNA3 | 31.22030 | 1.584788 | 0.5568033 | 2.846227 | 0.0044241 | 0.0181264 |
| HTR3A | 22.25106 | -1.522850 | 0.6190027 | -2.460167 | 0.0138872 | 0.0440509 |
| PTK2B | 2237.49686 | -1.503851 | 0.4374201 | -3.438002 | 0.0005860 | 0.0032014 |
| BACE1 | 1343.27816 | -1.478124 | 0.3714448 | -3.979392 | 0.0000691 | 0.0004853 |
| HS3ST1 | 146.13371 | -1.466957 | 0.4238097 | -3.461358 | 0.0005375 | 0.0030490 |
| SLC6A4 | 35.93769 | -1.454105 | 0.5764951 | -2.522320 | 0.0116584 | 0.0386429 |
| MTOR | 179.82912 | 1.452971 | 0.3957002 | 3.671898 | 0.0002408 | 0.0015783 |
| SYNGAP1 | 4876.69907 | -1.443817 | 0.3981517 | -3.626298 | 0.0002875 | 0.0017670 |
| SLC17A7 | 6590.27232 | -1.440437 | 0.3617273 | -3.982106 | 0.0000683 | 0.0004853 |
| LAMP5 | 98.50754 | 1.424309 | 0.5081012 | 2.803199 | 0.0050598 | 0.0201710 |
| HTR1A | 264.59026 | -1.413695 | 0.3878283 | -3.645158 | 0.0002672 | 0.0017137 |
| KCTD4 | 32.62631 | 1.407866 | 0.5307185 | 2.652754 | 0.0079838 | 0.0282046 |
| MRC2 | 264.78812 | -1.380969 | 0.5022841 | -2.749378 | 0.0059708 | 0.0234853 |
| ADRB1 | 284.59780 | 1.365656 | 0.3966701 | 3.442801 | 0.0005757 | 0.0032014 |
| SHARPIN | 162.01889 | -1.297608 | 0.4495735 | -2.886308 | 0.0038979 | 0.0166649 |
| PENK | 67.29120 | 1.288237 | 0.4756458 | 2.708394 | 0.0067610 | 0.0249310 |
| AQP4 | 136.70522 | 1.282468 | 0.4947029 | 2.592399 | 0.0095309 | 0.0326932 |
| DBH | 39.60097 | -1.276974 | 0.5141315 | -2.483751 | 0.0130007 | 0.0416870 |
| TRPM4 | 192.41794 | -1.227035 | 0.4628998 | -2.650758 | 0.0080311 | 0.0282046 |
| BCL11B | 826.07206 | -1.223221 | 0.3892597 | -3.142429 | 0.0016755 | 0.0078457 |
| CDH12 | 253.24297 | -1.201917 | 0.3693561 | -3.254085 | 0.0011376 | 0.0057860 |
| SYP | 6456.38175 | -1.193344 | 0.3648168 | -3.271076 | 0.0010714 | 0.0055449 |
| NPTX1 | 1970.64425 | 1.181716 | 0.4015070 | 2.943201 | 0.0032484 | 0.0143025 |
| GRIN1 | 10077.12057 | -1.173114 | 0.4497586 | -2.608320 | 0.0090988 | 0.0315782 |
| CCKBR | 467.52467 | -1.166305 | 0.3667303 | -3.180279 | 0.0014713 | 0.0072341 |
| SERPINF1 | 161.57519 | -1.137961 | 0.4199188 | -2.709956 | 0.0067292 | 0.0249310 |
| UBE3A | 453.56764 | 1.137544 | 0.3608524 | 3.152379 | 0.0016195 | 0.0077055 |
| SORL1 | 1780.96704 | -1.127229 | 0.3594896 | -3.135637 | 0.0017148 | 0.0079042 |
| SNCG | 1011.75475 | -1.126211 | 0.4123139 | -2.731441 | 0.0063058 | 0.0241586 |
| PSEN2 | 423.18001 | -1.091304 | 0.4066799 | -2.683447 | 0.0072868 | 0.0265382 |
| EPHA10 | 382.79303 | -1.084883 | 0.4051047 | -2.678032 | 0.0074056 | 0.0266421 |
| APP | 12582.87391 | -1.078978 | 0.3839647 | -2.810096 | 0.0049527 | 0.0200142 |
| MAPT | 4211.62846 | -1.068203 | 0.3726325 | -2.866640 | 0.0041485 | 0.0174832 |
| KCND2 | 312.65085 | -1.058480 | 0.3883976 | -2.725248 | 0.0064253 | 0.0243009 |
| CRTAC1 | 644.81076 | -1.012735 | 0.3703615 | -2.734450 | 0.0062485 | 0.0241586 |
| NNAT | 3217.17395 | -1.011871 | 0.4065501 | -2.488920 | 0.0128132 | 0.0415372 |
| MINK1 | 1635.97779 | -1.008545 | 0.4120157 | -2.447833 | 0.0143718 | 0.0451031 |
6.8 Lamp5
| X | baseMean | log2FoldChange | lfcSE | stat | pvalue | padj |
|---|---|---|---|---|---|---|
| GPHN | 141.47521 | 6.060092 | 0.6720277 | 9.017622 | 0.0000000 | 0.0000000 |
| GRM5 | 203.00891 | 5.605468 | 0.6266163 | 8.945614 | 0.0000000 | 0.0000000 |
| GRIA4 | 833.58063 | 5.355684 | 0.3616108 | 14.810631 | 0.0000000 | 0.0000000 |
| RIMS1 | 330.04393 | 4.494384 | 0.4443001 | 10.115651 | 0.0000000 | 0.0000000 |
| IFNG | 112.92356 | 4.043787 | 0.5467198 | 7.396452 | 0.0000000 | 0.0000000 |
| DLG4 | 495.69619 | 4.041352 | 0.3694753 | 10.938084 | 0.0000000 | 0.0000000 |
| NOS3 | 65.39994 | 3.931675 | 0.6618808 | 5.940155 | 0.0000000 | 0.0000001 |
| CHODL | 57.28381 | 3.819861 | 0.7996253 | 4.777064 | 0.0000018 | 0.0000241 |
| SCTR | 28.35067 | 3.785153 | 0.7836319 | 4.830270 | 0.0000014 | 0.0000194 |
| TACR2 | 22.50443 | 3.413183 | 0.8263940 | 4.130212 | 0.0000362 | 0.0003689 |
| RELN | 59.60546 | 3.360670 | 0.5577914 | 6.024958 | 0.0000000 | 0.0000000 |
| CXCL10 | 30.44420 | 3.358956 | 0.7735191 | 4.342434 | 0.0000141 | 0.0001487 |
| FOS | 99.81080 | 3.018476 | 0.7409628 | 4.073722 | 0.0000463 | 0.0004121 |
| NR5A1 | 21.70636 | 2.930980 | 0.7698789 | 3.807066 | 0.0001406 | 0.0010547 |
| CREBBP | 507.81195 | -2.841111 | 0.3708323 | -7.661446 | 0.0000000 | 0.0000000 |
| GAD2 | 1102.90336 | 2.829517 | 0.4200353 | 6.736378 | 0.0000000 | 0.0000000 |
| IGF1 | 87.00903 | 2.663510 | 0.5148849 | 5.173020 | 0.0000002 | 0.0000041 |
| TYROBP | 32.84460 | -2.662689 | 0.5688121 | -4.681140 | 0.0000029 | 0.0000358 |
| THEMIS | 18.90166 | -2.653675 | 0.7208571 | -3.681278 | 0.0002321 | 0.0015747 |
| CDH7 | 31.11840 | -2.612299 | 0.5583383 | -4.678703 | 0.0000029 | 0.0000358 |
| DCN | 18.23625 | 2.552677 | 0.8008191 | 3.187583 | 0.0014347 | 0.0071734 |
| ANPEP | 13.54895 | 2.537239 | 0.8806702 | 2.881032 | 0.0039638 | 0.0170699 |
| MAP4K3 | 105.30297 | 2.530594 | 0.4327472 | 5.847742 | 0.0000000 | 0.0000001 |
| GRIN3B | 23.50741 | 2.522269 | 0.7645883 | 3.298858 | 0.0009708 | 0.0051236 |
| SNCA | 113.44519 | 2.508350 | 0.4062737 | 6.174040 | 0.0000000 | 0.0000000 |
| MAPK1 | 242.12448 | 2.479500 | 0.3777529 | 6.563815 | 0.0000000 | 0.0000000 |
| NRG3 | 93.93860 | 2.387923 | 0.4716222 | 5.063212 | 0.0000004 | 0.0000069 |
| CD74 | 204.58663 | -2.354216 | 0.6077897 | -3.873405 | 0.0001073 | 0.0008497 |
| CX3CL1 | 369.23705 | -2.334052 | 0.3539969 | -6.593424 | 0.0000000 | 0.0000000 |
| CTSS | 13.49475 | 2.317963 | 0.8578125 | 2.702179 | 0.0068887 | 0.0272676 |
| HTR1A | 25.36167 | -2.284446 | 0.5951186 | -3.838639 | 0.0001237 | 0.0009530 |
| NR2F2 | 22.63017 | 2.272949 | 0.6861102 | 3.312804 | 0.0009237 | 0.0049668 |
| MTOR | 102.57845 | 2.217730 | 0.4414149 | 5.024140 | 0.0000005 | 0.0000080 |
| PCP4 | 20.27643 | 2.146293 | 0.7459800 | 2.877145 | 0.0040129 | 0.0170699 |
| MRC2 | 31.89783 | -2.102320 | 0.5272037 | -3.987681 | 0.0000667 | 0.0005762 |
| FEZF2 | 33.89373 | -2.099503 | 0.5141869 | -4.083151 | 0.0000444 | 0.0004085 |
| MEIS2 | 40.71285 | 2.079228 | 0.5711160 | 3.640641 | 0.0002720 | 0.0018025 |
| CRH | 256.59403 | 1.961337 | 0.3501473 | 5.601463 | 0.0000000 | 0.0000004 |
| NDNF | 21.62800 | 1.948311 | 0.7698746 | 2.530686 | 0.0113840 | 0.0381698 |
| PTEN | 65.98544 | 1.939160 | 0.6889743 | 2.814560 | 0.0048844 | 0.0204714 |
| ROS1 | 38.51084 | 1.931501 | 0.5513272 | 3.503365 | 0.0004594 | 0.0027278 |
| SLC6A4 | 15.90521 | -1.827669 | 0.7197554 | -2.539292 | 0.0111077 | 0.0380869 |
| VIP | 19.02378 | -1.824506 | 0.6929924 | -2.632793 | 0.0084686 | 0.0313448 |
| CSF1 | 98.82874 | -1.793774 | 0.3947327 | -4.544274 | 0.0000055 | 0.0000638 |
| OLIG1 | 48.58792 | 1.730394 | 0.5097962 | 3.394285 | 0.0006881 | 0.0038451 |
| TAC1 | 44.43273 | 1.726078 | 0.5486058 | 3.146299 | 0.0016535 | 0.0081250 |
| NPTX2 | 70.78832 | -1.701576 | 0.5621251 | -3.027041 | 0.0024696 | 0.0117306 |
| BMP2 | 30.77655 | 1.617481 | 0.6636263 | 2.437337 | 0.0147959 | 0.0473801 |
| ACE | 84.87622 | -1.613050 | 0.4486660 | -3.595213 | 0.0003241 | 0.0020528 |
| SCIMP | 21.06039 | -1.609930 | 0.6179832 | -2.605135 | 0.0091838 | 0.0331314 |
| NPY1R | 29.98448 | 1.602147 | 0.6592422 | 2.430286 | 0.0150869 | 0.0477753 |
| FERMT2 | 31.79604 | 1.592866 | 0.5730060 | 2.779841 | 0.0054386 | 0.0221427 |
| DBH | 20.54408 | -1.560379 | 0.6282537 | -2.483677 | 0.0130034 | 0.0425972 |
| NOS1 | 930.22462 | -1.518226 | 0.3343210 | -4.541220 | 0.0000056 | 0.0000638 |
| HS3ST1 | 65.86712 | -1.475456 | 0.5020679 | -2.938759 | 0.0032953 | 0.0149073 |
| CAMK2G | 1653.00934 | -1.460137 | 0.2921304 | -4.998236 | 0.0000006 | 0.0000087 |
| RIMS2 | 115.43811 | 1.446576 | 0.3875890 | 3.732242 | 0.0001898 | 0.0013522 |
| PLAGL1 | 350.29694 | 1.424927 | 0.3233255 | 4.407098 | 0.0000105 | 0.0001148 |
| CALB1 | 91.70097 | 1.407427 | 0.5057603 | 2.782795 | 0.0053893 | 0.0221427 |
| KCNC1 | 1204.50196 | -1.396505 | 0.3592428 | -3.887357 | 0.0001013 | 0.0008252 |
| TSHZ1 | 198.12277 | -1.385189 | 0.3650391 | -3.794632 | 0.0001479 | 0.0010805 |
| SULF2 | 97.63252 | -1.354356 | 0.3901672 | -3.471221 | 0.0005181 | 0.0030134 |
| SNCG | 135.65151 | -1.319280 | 0.3686503 | -3.578675 | 0.0003453 | 0.0021396 |
| CHRM4 | 125.72639 | -1.314264 | 0.3624226 | -3.626330 | 0.0002875 | 0.0018621 |
| ROBO1 | 70.07068 | 1.279842 | 0.5236144 | 2.444245 | 0.0145156 | 0.0470106 |
| PRKCD | 451.83356 | -1.268693 | 0.3086708 | -4.110181 | 0.0000395 | 0.0003885 |
| PILRA | 70.55395 | 1.253375 | 0.4723557 | 2.653455 | 0.0079672 | 0.0298771 |
| SLC29A2 | 85.74191 | 1.249480 | 0.4636200 | 2.695052 | 0.0070378 | 0.0274762 |
| LHX6 | 404.57837 | -1.246277 | 0.3359052 | -3.710205 | 0.0002071 | 0.0014395 |
| SYN1 | 2183.05373 | -1.242016 | 0.3727328 | -3.332188 | 0.0008617 | 0.0047226 |
| NEGR1 | 101.48352 | 1.205174 | 0.3960168 | 3.043241 | 0.0023405 | 0.0113056 |
| ADGRA1 | 356.79231 | -1.204740 | 0.3736055 | -3.224633 | 0.0012613 | 0.0064193 |
| SYNGAP1 | 1147.91574 | -1.186637 | 0.3351691 | -3.540414 | 0.0003995 | 0.0024225 |
| BACE1 | 714.96460 | -1.174882 | 0.2876651 | -4.084203 | 0.0000442 | 0.0004085 |
| SORL1 | 523.11534 | -1.169482 | 0.3003199 | -3.894120 | 0.0000986 | 0.0008252 |
| PTK2B | 129.12849 | -1.133259 | 0.4269624 | -2.654236 | 0.0079488 | 0.0298771 |
| SLC17A7 | 186.09545 | -1.129639 | 0.3856825 | -2.928936 | 0.0034012 | 0.0151461 |
| CCKBR | 150.34240 | -1.123058 | 0.3770620 | -2.978444 | 0.0028972 | 0.0135359 |
| ETV1 | 207.17084 | 1.106480 | 0.4222570 | 2.620396 | 0.0087828 | 0.0320909 |
| GRIA3 | 1321.49200 | -1.087148 | 0.3190839 | -3.407093 | 0.0006566 | 0.0037426 |
| UBE3A | 154.48111 | 1.068845 | 0.3617520 | 2.954636 | 0.0031304 | 0.0143897 |
| PRSS12 | 374.13120 | -1.032530 | 0.3872633 | -2.666222 | 0.0076709 | 0.0295433 |
| SLC32A1 | 1122.28383 | 1.021677 | 0.4029336 | 2.535596 | 0.0112256 | 0.0380869 |
6.9 Microglia
| X | baseMean | log2FoldChange | lfcSE | stat | pvalue | padj |
|---|---|---|---|---|---|---|
| GRM5 | 230.07275 | 5.459006 | 0.4909126 | 11.120119 | 0.0000000 | 0.0000000 |
| DLG4 | 877.56313 | 5.289647 | 0.3621794 | 14.605047 | 0.0000000 | 0.0000000 |
| GRIA4 | 184.09496 | 5.225674 | 0.5184348 | 10.079713 | 0.0000000 | 0.0000000 |
| IFNG | 633.52031 | 4.660607 | 0.4295268 | 10.850561 | 0.0000000 | 0.0000000 |
| CXCL10 | 80.95386 | 4.564888 | 0.8196777 | 5.569126 | 0.0000000 | 0.0000004 |
| CREBBP | 2864.71193 | -4.080077 | 0.3115102 | -13.097730 | 0.0000000 | 0.0000000 |
| CTSS | 413.07436 | 3.655102 | 0.3706592 | 9.861084 | 0.0000000 | 0.0000000 |
| CDH7 | 230.81515 | -3.314586 | 0.3821789 | -8.672866 | 0.0000000 | 0.0000000 |
| CHODL | 229.04538 | 3.297434 | 0.7716301 | 4.273335 | 0.0000193 | 0.0001425 |
| MKI67 | 108.50154 | 3.210188 | 0.6881419 | 4.665009 | 0.0000031 | 0.0000269 |
| NR5A1 | 89.93129 | 3.190311 | 0.4784111 | 6.668555 | 0.0000000 | 0.0000000 |
| SNCA | 550.65051 | 3.087846 | 0.3456062 | 8.934579 | 0.0000000 | 0.0000000 |
| GPHN | 156.96599 | 3.083974 | 0.3902375 | 7.902812 | 0.0000000 | 0.0000000 |
| P2RY12 | 2822.98823 | 3.060851 | 0.5560475 | 5.504658 | 0.0000000 | 0.0000005 |
| SCTR | 38.93731 | 2.902379 | 0.5997784 | 4.839086 | 0.0000013 | 0.0000121 |
| IGF1 | 141.25750 | 2.794564 | 0.4749579 | 5.883814 | 0.0000000 | 0.0000001 |
| GRIN3B | 59.35139 | 2.777159 | 0.5598645 | 4.960413 | 0.0000007 | 0.0000067 |
| FLT1 | 145.85457 | 2.695626 | 0.4078074 | 6.610046 | 0.0000000 | 0.0000000 |
| RIMS1 | 204.24782 | 2.590504 | 0.4298610 | 6.026376 | 0.0000000 | 0.0000000 |
| IYD | 188.04919 | -2.589560 | 0.3469674 | -7.463410 | 0.0000000 | 0.0000000 |
| SEMA5B | 314.73910 | 2.547877 | 0.7132392 | 3.572262 | 0.0003539 | 0.0017173 |
| KCNQ1 | 2595.54869 | -2.477251 | 0.4717625 | -5.251055 | 0.0000002 | 0.0000017 |
| MS4A7 | 1092.95532 | 2.443028 | 0.4526174 | 5.397556 | 0.0000001 | 0.0000009 |
| MAPK1 | 767.50167 | 2.422809 | 0.4138398 | 5.854462 | 0.0000000 | 0.0000001 |
| MEIS2 | 115.11503 | 2.370583 | 0.4028679 | 5.884269 | 0.0000000 | 0.0000001 |
| DCN | 112.40523 | 2.309712 | 0.5125293 | 4.506498 | 0.0000066 | 0.0000527 |
| NEGR1 | 172.37069 | 2.290404 | 0.4579212 | 5.001743 | 0.0000006 | 0.0000056 |
| SYT6 | 2906.14392 | -2.270066 | 0.5559090 | -4.083520 | 0.0000444 | 0.0003054 |
| RIMS2 | 129.90256 | 2.248913 | 0.4479255 | 5.020729 | 0.0000005 | 0.0000053 |
| TLR4 | 392.47603 | 2.189916 | 0.5802674 | 3.773978 | 0.0001607 | 0.0008807 |
| PRKCD | 7381.29905 | -2.172173 | 0.3943681 | -5.507983 | 0.0000000 | 0.0000005 |
| SIM1 | 75.38409 | 2.126910 | 0.5928340 | 3.587699 | 0.0003336 | 0.0016458 |
| CHRNA5 | 25.59215 | 2.097813 | 0.5985993 | 3.504537 | 0.0004574 | 0.0020829 |
| PTEN | 134.50910 | 2.087615 | 0.5583080 | 3.739182 | 0.0001846 | 0.0009882 |
| MRC2 | 5299.43821 | -2.077615 | 0.3910417 | -5.313028 | 0.0000001 | 0.0000013 |
| TNF | 401.51972 | 1.995994 | 0.6437400 | 3.100622 | 0.0019311 | 0.0068050 |
| TRHR | 26.33168 | 1.977349 | 0.5623751 | 3.516067 | 0.0004380 | 0.0020579 |
| MTOR | 201.83040 | 1.973278 | 0.3752644 | 5.258368 | 0.0000001 | 0.0000017 |
| THEMIS | 77.15026 | -1.957863 | 0.3774014 | -5.187746 | 0.0000002 | 0.0000023 |
| IL1B | 725.56095 | 1.948049 | 0.7222093 | 2.697347 | 0.0069894 | 0.0189353 |
| FEZF2 | 201.36637 | -1.885076 | 0.3342079 | -5.640429 | 0.0000000 | 0.0000003 |
| ADAM10 | 115.16276 | 1.856704 | 0.6839759 | 2.714576 | 0.0066361 | 0.0185309 |
| KCTD4 | 28.93073 | 1.848521 | 0.6030772 | 3.065148 | 0.0021756 | 0.0074882 |
| CD74 | 85493.15089 | -1.836366 | 0.4691054 | -3.914614 | 0.0000905 | 0.0005361 |
| CACNG5 | 51.42828 | 1.831370 | 0.4677768 | 3.915052 | 0.0000904 | 0.0005361 |
| TREM2 | 4321.92053 | -1.797892 | 0.2910026 | -6.178267 | 0.0000000 | 0.0000000 |
| ANPEP | 25.60691 | 1.789627 | 0.5671291 | 3.155590 | 0.0016017 | 0.0058033 |
| PCP4 | 32.17738 | 1.778993 | 0.5539027 | 3.211742 | 0.0013193 | 0.0050067 |
| CHAT | 33.29722 | -1.776300 | 0.4468857 | -3.974841 | 0.0000704 | 0.0004632 |
| INPP5D | 12585.52766 | -1.773066 | 0.3839976 | -4.617389 | 0.0000039 | 0.0000329 |
| NOS1 | 143.16811 | -1.770725 | 0.4143445 | -4.273558 | 0.0000192 | 0.0001425 |
| NTF3 | 17.12858 | 1.760495 | 0.6532207 | 2.695099 | 0.0070368 | 0.0189353 |
| SPI1 | 7814.25818 | -1.750942 | 0.5016719 | -3.490212 | 0.0004826 | 0.0021646 |
| PKP2 | 26.00963 | 1.749971 | 0.5935253 | 2.948435 | 0.0031939 | 0.0100573 |
| OLIG1 | 269.80540 | 1.745326 | 0.3793109 | 4.601307 | 0.0000042 | 0.0000345 |
| NPNT | 63.61753 | 1.735930 | 0.4417724 | 3.929467 | 0.0000851 | 0.0005250 |
| PDYN | 107.06027 | -1.733119 | 0.4392424 | -3.945701 | 0.0000796 | 0.0005120 |
| RSPO1 | 20.30822 | -1.705764 | 0.5251530 | -3.248128 | 0.0011617 | 0.0045108 |
| FEV | 127.24587 | -1.689931 | 0.4108969 | -4.112786 | 0.0000391 | 0.0002755 |
| TLX3 | 26.33513 | -1.679445 | 0.6597250 | -2.545674 | 0.0109067 | 0.0262470 |
| GAD2 | 57.89901 | 1.670751 | 0.5590531 | 2.988538 | 0.0028032 | 0.0091180 |
| HTR1F | 21.19517 | 1.668193 | 0.5940292 | 2.808268 | 0.0049809 | 0.0147434 |
| NR2F2 | 67.97435 | 1.656230 | 0.4593293 | 3.605757 | 0.0003112 | 0.0015615 |
| CX3CL1 | 316.21592 | -1.639973 | 0.3037137 | -5.399735 | 0.0000001 | 0.0000009 |
| SHARPIN | 518.08336 | -1.567620 | 0.4449355 | -3.523252 | 0.0004263 | 0.0020352 |
| NRG3 | 111.73524 | 1.561596 | 0.4532611 | 3.445245 | 0.0005705 | 0.0024475 |
| CHRNA7 | 27.08965 | 1.547892 | 0.5963850 | 2.595458 | 0.0094465 | 0.0234972 |
| CELSR1 | 71.53484 | 1.545743 | 0.4088884 | 3.780354 | 0.0001566 | 0.0008746 |
| MAS1 | 66.55138 | -1.544764 | 0.4649290 | -3.322580 | 0.0008919 | 0.0036667 |
| DEPTOR | 2105.03210 | -1.521521 | 0.3410730 | -4.460984 | 0.0000082 | 0.0000635 |
| MUSK | 22.40233 | -1.497600 | 0.4980886 | -3.006695 | 0.0026410 | 0.0087837 |
| CAMK2G | 1843.57127 | -1.484405 | 0.2915664 | -5.091139 | 0.0000004 | 0.0000038 |
| FOXP2 | 88.55209 | 1.462528 | 0.4910078 | 2.978625 | 0.0028955 | 0.0093158 |
| NOSTRIN | 104.03619 | -1.443439 | 0.4720673 | -3.057698 | 0.0022304 | 0.0075886 |
| LAMP5 | 348.52788 | 1.420345 | 0.3354464 | 4.234193 | 0.0000229 | 0.0001656 |
| BMP2 | 22.40017 | 1.415789 | 0.5470370 | 2.588105 | 0.0096505 | 0.0238047 |
| IL10 | 33.85017 | 1.408730 | 0.5710490 | 2.466917 | 0.0136282 | 0.0315152 |
| TH | 38.89304 | -1.405761 | 0.4436981 | -3.168283 | 0.0015334 | 0.0056737 |
| FERMT2 | 92.61500 | 1.400773 | 0.4316365 | 3.245262 | 0.0011734 | 0.0045108 |
| BACE1 | 956.17119 | -1.394616 | 0.3540690 | -3.938826 | 0.0000819 | 0.0005157 |
| SORL1 | 17899.70567 | -1.394029 | 0.2945608 | -4.732568 | 0.0000022 | 0.0000199 |
| BIN1 | 10779.71654 | -1.381952 | 0.4648792 | -2.972713 | 0.0029518 | 0.0093950 |
| NPY1R | 66.46961 | 1.349436 | 0.4756929 | 2.836781 | 0.0045571 | 0.0137643 |
| TACR2 | 27.25122 | 1.334985 | 0.5117175 | 2.608831 | 0.0090852 | 0.0230365 |
| NOS3 | 101.81577 | 1.332839 | 0.4026767 | 3.309949 | 0.0009331 | 0.0037836 |
| CAMK2A | 1675.01507 | 1.325240 | 0.3775955 | 3.509681 | 0.0004486 | 0.0020750 |
| WNT2 | 18.86221 | 1.324573 | 0.5600011 | 2.365304 | 0.0180153 | 0.0392097 |
| HTR3A | 27.01440 | -1.309664 | 0.4830334 | -2.711332 | 0.0067014 | 0.0185383 |
| ABI3 | 2699.24468 | -1.308722 | 0.3771086 | -3.470410 | 0.0005197 | 0.0022621 |
| TRPM4 | 809.40668 | -1.284829 | 0.4041497 | -3.179091 | 0.0014774 | 0.0055355 |
| MAP4K3 | 265.01331 | 1.284377 | 0.3378384 | 3.801749 | 0.0001437 | 0.0008179 |
| ROS1 | 53.00405 | 1.266027 | 0.4229033 | 2.993656 | 0.0027566 | 0.0090660 |
| SCIMP | 215.18149 | -1.249585 | 0.3089250 | -4.044946 | 0.0000523 | 0.0003521 |
| COL11A1 | 65.29318 | 1.247800 | 0.4106177 | 3.038836 | 0.0023749 | 0.0079884 |
| NPTX1 | 349.94626 | 1.243254 | 0.3327755 | 3.736016 | 0.0001870 | 0.0009882 |
| GRIA2 | 807.84268 | 1.226027 | 0.3390434 | 3.616135 | 0.0002990 | 0.0015529 |
| CALB2 | 73.57797 | 1.217971 | 0.3968495 | 3.069101 | 0.0021470 | 0.0074768 |
| CD79A | 45.18247 | -1.212063 | 0.4647370 | -2.608061 | 0.0091057 | 0.0230365 |
| PTK2B | 1876.34169 | -1.205223 | 0.3146175 | -3.830755 | 0.0001278 | 0.0007415 |
| SLC6A4 | 24.02360 | -1.205089 | 0.4920519 | -2.449109 | 0.0143210 | 0.0326078 |
| NGF | 41.45567 | -1.187783 | 0.4390161 | -2.705557 | 0.0068190 | 0.0186891 |
| CD8A | 95.60468 | -1.160322 | 0.4264115 | -2.721132 | 0.0065059 | 0.0184398 |
| DRD2 | 34.58097 | -1.150992 | 0.4232608 | -2.719345 | 0.0065411 | 0.0184398 |
| ADAM17 | 1111.84516 | -1.136260 | 0.3624972 | -3.134535 | 0.0017213 | 0.0061385 |
| SYNGAP1 | 1484.04508 | -1.132557 | 0.3262058 | -3.471909 | 0.0005168 | 0.0022621 |
| FOS | 3483.21571 | 1.128845 | 0.4482940 | 2.518092 | 0.0117993 | 0.0278863 |
| MINK1 | 3415.08402 | -1.101623 | 0.3901580 | -2.823532 | 0.0047498 | 0.0142013 |
| RELN | 49.27938 | 1.098168 | 0.4482332 | 2.449993 | 0.0142859 | 0.0326078 |
| DBH | 28.58925 | -1.096729 | 0.4624973 | -2.371320 | 0.0177247 | 0.0388629 |
| ITGA7 | 282.06860 | -1.069476 | 0.3659788 | -2.922236 | 0.0034753 | 0.0107962 |
| RBP4 | 511.25626 | 1.057588 | 0.2931008 | 3.608273 | 0.0003082 | 0.0015615 |
| ERBB2 | 162.71875 | -1.055268 | 0.4528468 | -2.330298 | 0.0197904 | 0.0424489 |
| HLA-DMB | 1502.05856 | -1.051327 | 0.3097497 | -3.394116 | 0.0006885 | 0.0029114 |
| TSHZ1 | 348.31452 | -1.044590 | 0.3209146 | -3.255040 | 0.0011338 | 0.0044746 |
| C1QA | 4364.33412 | -1.040175 | 0.3121085 | -3.332735 | 0.0008600 | 0.0035852 |
| SYN1 | 2054.46692 | -1.030604 | 0.4029999 | -2.557330 | 0.0105479 | 0.0255917 |
| PSEN2 | 487.34452 | -1.030045 | 0.3265309 | -3.154510 | 0.0016077 | 0.0058033 |
| HS3ST1 | 92.97866 | -1.011369 | 0.3545981 | -2.852156 | 0.0043424 | 0.0132510 |
| SOX10 | 930.18713 | -1.007355 | 0.3678951 | -2.738158 | 0.0061784 | 0.0177555 |
6.10 Oligo
| X | baseMean | log2FoldChange | lfcSE | stat | pvalue | padj |
|---|---|---|---|---|---|---|
| IFNG | 890.51003 | 5.147318 | 0.5468405 | 9.412833 | 0.0000000 | 0.0000000 |
| GRIA4 | 1054.90078 | 5.135536 | 0.3481122 | 14.752531 | 0.0000000 | 0.0000000 |
| DLG4 | 2152.70602 | 4.371352 | 0.2306683 | 18.950813 | 0.0000000 | 0.0000000 |
| GPHN | 1192.97433 | 4.327927 | 0.3956237 | 10.939504 | 0.0000000 | 0.0000000 |
| CA12 | 346.11966 | -4.236190 | 0.3983917 | -10.633227 | 0.0000000 | 0.0000000 |
| TLX3 | 1075.51694 | -4.103208 | 0.4571430 | -8.975766 | 0.0000000 | 0.0000000 |
| NOSTRIN | 1525.66062 | -4.046916 | 0.3802661 | -10.642328 | 0.0000000 | 0.0000000 |
| CDH7 | 1111.32748 | -3.994923 | 0.2861127 | -13.962762 | 0.0000000 | 0.0000000 |
| NMBR | 607.05935 | -3.947066 | 0.2378154 | -16.597184 | 0.0000000 | 0.0000000 |
| GRM5 | 524.53213 | 3.664903 | 0.2925434 | 12.527723 | 0.0000000 | 0.0000000 |
| NR5A1 | 289.57390 | 3.217098 | 0.3105306 | 10.360002 | 0.0000000 | 0.0000000 |
| TEK | 1347.78047 | -3.178170 | 0.2310654 | -13.754418 | 0.0000000 | 0.0000000 |
| RSPO1 | 227.19795 | -3.134258 | 0.3548045 | -8.833761 | 0.0000000 | 0.0000000 |
| SST | 1143.35866 | -3.088000 | 0.5016566 | -6.155606 | 0.0000000 | 0.0000000 |
| CREBBP | 5379.80705 | -3.085051 | 0.2756171 | -11.193251 | 0.0000000 | 0.0000000 |
| MAPK1 | 2414.33923 | 3.049196 | 0.2957179 | 10.311164 | 0.0000000 | 0.0000000 |
| PTEN | 438.15513 | 2.983045 | 0.3897466 | 7.653806 | 0.0000000 | 0.0000000 |
| GRIN3B | 216.08835 | 2.859617 | 0.5044156 | 5.669168 | 0.0000000 | 0.0000001 |
| SCTR | 58.99333 | 2.772649 | 0.4087328 | 6.783525 | 0.0000000 | 0.0000000 |
| DRD2 | 348.67641 | -2.769746 | 0.2911371 | -9.513546 | 0.0000000 | 0.0000000 |
| NPTX2 | 3207.40072 | -2.691791 | 0.4005568 | -6.720124 | 0.0000000 | 0.0000000 |
| IL10 | 86.57165 | 2.541261 | 0.4259525 | 5.966065 | 0.0000000 | 0.0000000 |
| MKI67 | 252.04181 | 2.526032 | 0.6503930 | 3.883855 | 0.0001028 | 0.0003711 |
| CACNG5 | 535.26386 | 2.519343 | 0.3048761 | 8.263498 | 0.0000000 | 0.0000000 |
| MEIS2 | 1218.69084 | 2.457311 | 0.2510933 | 9.786445 | 0.0000000 | 0.0000000 |
| CD8A | 227.02668 | -2.400592 | 0.3389862 | -7.081682 | 0.0000000 | 0.0000000 |
| SCIMP | 286.44546 | -2.376634 | 0.2456495 | -9.674899 | 0.0000000 | 0.0000000 |
| ADRB1 | 194.60939 | 2.344471 | 0.3219515 | 7.282062 | 0.0000000 | 0.0000000 |
| SNCA | 2481.32451 | 2.341087 | 0.2272873 | 10.300119 | 0.0000000 | 0.0000000 |
| ITGAL | 396.98466 | -2.290565 | 0.3968028 | -5.772552 | 0.0000000 | 0.0000001 |
| FEZF2 | 917.57696 | -2.246346 | 0.2910121 | -7.719080 | 0.0000000 | 0.0000000 |
| SPI1 | 366.44102 | -2.242811 | 0.5567874 | -4.028129 | 0.0000562 | 0.0002055 |
| KCNQ1 | 193.08891 | -2.227148 | 0.2866548 | -7.769442 | 0.0000000 | 0.0000000 |
| GLP2R | 394.20190 | -2.219191 | 0.3505637 | -6.330352 | 0.0000000 | 0.0000000 |
| NPTX1 | 893.90817 | 2.158772 | 0.3134500 | 6.887133 | 0.0000000 | 0.0000000 |
| NEGR1 | 657.79333 | 2.070183 | 0.4412992 | 4.691111 | 0.0000027 | 0.0000126 |
| CD19 | 170.81685 | -2.047098 | 0.2939615 | -6.963832 | 0.0000000 | 0.0000000 |
| LAMP5 | 763.37328 | 2.024019 | 0.3690883 | 5.483835 | 0.0000000 | 0.0000003 |
| OLIG1 | 10480.86919 | 2.020023 | 0.2954422 | 6.837286 | 0.0000000 | 0.0000000 |
| TH | 216.34655 | -1.977499 | 0.3631112 | -5.445987 | 0.0000001 | 0.0000003 |
| NDNF | 199.25392 | -1.951244 | 0.3020615 | -6.459759 | 0.0000000 | 0.0000000 |
| MS4A4A | 231.96319 | 1.905008 | 0.3009035 | 6.330959 | 0.0000000 | 0.0000000 |
| CHODL | 440.11992 | 1.859641 | 0.7323582 | 2.539251 | 0.0111090 | 0.0234876 |
| BDKRB1 | 199.85193 | -1.832304 | 0.4157847 | -4.406859 | 0.0000105 | 0.0000431 |
| DBH | 101.97588 | -1.808009 | 0.3518088 | -5.139182 | 0.0000003 | 0.0000016 |
| RIMS2 | 384.64767 | 1.804002 | 0.2963586 | 6.087228 | 0.0000000 | 0.0000000 |
| CHAT | 95.32738 | -1.789711 | 0.2976787 | -6.012224 | 0.0000000 | 0.0000000 |
| TSHR | 100.12408 | -1.766129 | 0.4551137 | -3.880633 | 0.0001042 | 0.0003716 |
| VTN | 291.67360 | -1.759079 | 0.3516914 | -5.001770 | 0.0000006 | 0.0000029 |
| NPY1R | 157.22551 | 1.738180 | 0.3437889 | 5.055952 | 0.0000004 | 0.0000023 |
| ICAM1 | 117.10338 | -1.737736 | 0.3098465 | -5.608375 | 0.0000000 | 0.0000001 |
| RELN | 190.13397 | 1.724539 | 0.4553519 | 3.787266 | 0.0001523 | 0.0005123 |
| KCTD4 | 403.55337 | 1.709085 | 0.5513925 | 3.099579 | 0.0019380 | 0.0048205 |
| SLCO2A1 | 75.67406 | 1.685145 | 0.3439662 | 4.899157 | 0.0000010 | 0.0000046 |
| NOS3 | 200.16863 | 1.673834 | 0.3411887 | 4.905890 | 0.0000009 | 0.0000045 |
| NDST4 | 87.74352 | -1.661201 | 0.5249942 | -3.164227 | 0.0015550 | 0.0039678 |
| CAMK2A | 3054.34272 | 1.660383 | 0.1949352 | 8.517616 | 0.0000000 | 0.0000000 |
| LCN2 | 147.45123 | -1.636668 | 0.4357654 | -3.755846 | 0.0001728 | 0.0005689 |
| CSN1S1 | 112.82325 | 1.618219 | 0.3015694 | 5.365993 | 0.0000001 | 0.0000005 |
| CTSS | 73.91481 | 1.606906 | 0.3139442 | 5.118444 | 0.0000003 | 0.0000017 |
| CD74 | 4245.94092 | -1.604606 | 0.4370753 | -3.671236 | 0.0002414 | 0.0007766 |
| COCH | 217.03674 | -1.593067 | 0.2983586 | -5.339436 | 0.0000001 | 0.0000006 |
| CD79A | 170.40307 | -1.579914 | 0.3193055 | -4.947969 | 0.0000007 | 0.0000038 |
| CST7 | 93.62283 | -1.572472 | 0.3530986 | -4.453353 | 0.0000085 | 0.0000357 |
| P2RY12 | 225.30021 | 1.567109 | 0.3672285 | 4.267396 | 0.0000198 | 0.0000791 |
| ACE | 168.67012 | -1.545578 | 0.2712842 | -5.697265 | 0.0000000 | 0.0000001 |
| PRF1 | 104.19843 | 1.543391 | 0.3786872 | 4.075636 | 0.0000459 | 0.0001719 |
| SYT6 | 229.76250 | -1.533369 | 0.6231150 | -2.460812 | 0.0138623 | 0.0277001 |
| FIBCD1 | 257.45456 | 1.531772 | 0.3039326 | 5.039840 | 0.0000005 | 0.0000025 |
| SLC6A4 | 213.29426 | -1.522407 | 0.5090301 | -2.990800 | 0.0027825 | 0.0068067 |
| TACR2 | 95.46000 | 1.509979 | 0.4020693 | 3.755518 | 0.0001730 | 0.0005689 |
| LMNA | 5213.54881 | 1.507799 | 0.3660019 | 4.119648 | 0.0000379 | 0.0001459 |
| IL1B | 213.89130 | -1.507027 | 0.4509226 | -3.342097 | 0.0008315 | 0.0022716 |
| SIM1 | 94.29541 | 1.502098 | 0.3378794 | 4.445661 | 0.0000088 | 0.0000365 |
| CASP8 | 185.35085 | -1.489660 | 0.3031537 | -4.913877 | 0.0000009 | 0.0000044 |
| FOXP2 | 184.77249 | -1.485031 | 0.3874410 | -3.832922 | 0.0001266 | 0.0004308 |
| CRH | 194.53025 | 1.444694 | 0.2756036 | 5.241926 | 0.0000002 | 0.0000009 |
| TREM2 | 160.41495 | -1.421849 | 0.4179859 | -3.401667 | 0.0006698 | 0.0019062 |
| NOS1 | 1330.00430 | -1.409801 | 0.2839672 | -4.964660 | 0.0000007 | 0.0000035 |
| NGF | 145.23912 | -1.394932 | 0.4851841 | -2.875057 | 0.0040395 | 0.0094897 |
| VIPR2 | 82.68162 | -1.393712 | 0.2924939 | -4.764928 | 0.0000019 | 0.0000089 |
| DCN | 234.15537 | 1.390737 | 0.3725019 | 3.733501 | 0.0001888 | 0.0006142 |
| VIP | 127.44069 | -1.365062 | 0.3543302 | -3.852515 | 0.0001169 | 0.0004043 |
| INPP5D | 604.38083 | -1.358126 | 0.2942961 | -4.614827 | 0.0000039 | 0.0000174 |
| SLC30A3 | 474.56112 | 1.351389 | 0.3019388 | 4.475705 | 0.0000076 | 0.0000327 |
| CALB1 | 370.56823 | -1.342845 | 0.3980685 | -3.373402 | 0.0007425 | 0.0020584 |
| SLC14A1 | 176.83705 | -1.339693 | 0.4233434 | -3.164553 | 0.0015532 | 0.0039678 |
| TAC1 | 81.15155 | 1.332840 | 0.3770528 | 3.534888 | 0.0004079 | 0.0012421 |
| LYNX1 | 4076.50471 | 1.330146 | 0.4394105 | 3.027116 | 0.0024690 | 0.0060902 |
| FERMT2 | 1273.35368 | 1.283969 | 0.3034528 | 4.231197 | 0.0000232 | 0.0000917 |
| NTS | 40.51443 | -1.278562 | 0.4113327 | -3.108341 | 0.0018814 | 0.0047195 |
| KCNH7 | 173.77802 | 1.265881 | 0.4288104 | 2.952076 | 0.0031565 | 0.0075348 |
| CTNNA3 | 1622.40890 | 1.256367 | 0.3503557 | 3.585975 | 0.0003358 | 0.0010463 |
| CD4 | 233.83689 | -1.248084 | 0.3771633 | -3.309134 | 0.0009358 | 0.0025142 |
| NR2F2 | 174.02060 | 1.245551 | 0.4289637 | 2.903629 | 0.0036887 | 0.0087347 |
| TLR4 | 322.86765 | 1.241958 | 0.4983206 | 2.492288 | 0.0126923 | 0.0259098 |
| RIMS1 | 847.79282 | 1.217838 | 0.3487323 | 3.492186 | 0.0004791 | 0.0013903 |
| VCAM1 | 130.68294 | -1.215418 | 0.3445621 | -3.527428 | 0.0004196 | 0.0012421 |
| NPAS1 | 165.90832 | -1.213169 | 0.3631779 | -3.340426 | 0.0008365 | 0.0022716 |
| HTR1F | 97.63981 | 1.206115 | 0.3130234 | 3.853116 | 0.0001166 | 0.0004043 |
| EPHA1 | 214.70453 | -1.198127 | 0.4750007 | -2.522368 | 0.0116568 | 0.0242986 |
| ANPEP | 59.85618 | 1.194125 | 0.3382720 | 3.530074 | 0.0004154 | 0.0012421 |
| DRD1 | 377.22258 | -1.192458 | 0.4012624 | -2.971766 | 0.0029609 | 0.0071255 |
| IL1RAPL2 | 209.18278 | -1.192318 | 0.2544087 | -4.686625 | 0.0000028 | 0.0000126 |
| BACE1 | 21930.40975 | -1.189329 | 0.1576598 | -7.543646 | 0.0000000 | 0.0000000 |
| LCT | 133.37366 | -1.170546 | 0.5044956 | -2.320231 | 0.0203284 | 0.0391525 |
| CPLX1 | 1060.40193 | 1.162271 | 0.3180724 | 3.654109 | 0.0002581 | 0.0008214 |
| CX3CL1 | 670.03715 | -1.160733 | 0.4635395 | -2.504066 | 0.0122775 | 0.0254136 |
| NPTXR | 2708.20249 | 1.137371 | 0.2094523 | 5.430217 | 0.0000001 | 0.0000004 |
| DKK3 | 1763.95920 | 1.128756 | 0.5046817 | 2.236570 | 0.0253144 | 0.0477266 |
| TBX1 | 62.65357 | -1.128135 | 0.4717259 | -2.391505 | 0.0167795 | 0.0331115 |
| AQP4 | 1367.62257 | 1.126596 | 0.4323478 | 2.605762 | 0.0091670 | 0.0202495 |
| GPC3 | 85.21457 | 1.114139 | 0.3575293 | 3.116218 | 0.0018319 | 0.0046345 |
| LHX6 | 236.41318 | -1.106612 | 0.2459071 | -4.500123 | 0.0000068 | 0.0000296 |
| CSF1 | 3182.54468 | -1.084004 | 0.2138840 | -5.068184 | 0.0000004 | 0.0000022 |
| UBE3A | 1951.82964 | 1.072671 | 0.2654602 | 4.040798 | 0.0000533 | 0.0001971 |
| SOX10 | 51888.56725 | -1.060431 | 0.2297806 | -4.614974 | 0.0000039 | 0.0000174 |
| CDH12 | 227.98529 | 1.057569 | 0.4526999 | 2.336137 | 0.0194841 | 0.0381940 |
| HRH3 | 182.03507 | 1.046110 | 0.2512592 | 4.163470 | 0.0000313 | 0.0001221 |
| ERBB2 | 634.32555 | -1.043168 | 0.2893530 | -3.605174 | 0.0003119 | 0.0009823 |
| NTF3 | 42.90339 | 1.042940 | 0.4230142 | 2.465496 | 0.0136824 | 0.0275509 |
| THEMIS | 413.28188 | -1.041497 | 0.3156691 | -3.299330 | 0.0009692 | 0.0025387 |
| PCP4 | 79.51484 | 1.022681 | 0.4043833 | 2.528989 | 0.0114392 | 0.0240141 |
| CALB2 | 239.71583 | -1.017662 | 0.2480548 | -4.102570 | 0.0000409 | 0.0001551 |
6.11 OPC
| X | baseMean | log2FoldChange | lfcSE | stat | pvalue | padj |
|---|---|---|---|---|---|---|
| IFNG | 2646.39869 | 8.209118 | 0.8444219 | 9.721583 | 0.0000000 | 0.0000000 |
| CHODL | 3679.78755 | 7.717214 | 1.0034196 | 7.690914 | 0.0000000 | 0.0000000 |
| SCTR | 795.52748 | 6.959238 | 0.9272589 | 7.505172 | 0.0000000 | 0.0000000 |
| NOS3 | 714.67825 | 6.278041 | 0.9065428 | 6.925256 | 0.0000000 | 0.0000000 |
| CXCL10 | 949.99190 | 5.796814 | 0.8896339 | 6.515954 | 0.0000000 | 0.0000000 |
| GRM5 | 708.89040 | 5.752588 | 0.5524692 | 10.412505 | 0.0000000 | 0.0000000 |
| SIM1 | 783.27058 | 5.674027 | 0.9300512 | 6.100769 | 0.0000000 | 0.0000000 |
| GPHN | 328.96899 | 5.264201 | 0.5195050 | 10.133110 | 0.0000000 | 0.0000000 |
| GRIA4 | 843.49921 | 5.148130 | 0.4308721 | 11.948163 | 0.0000000 | 0.0000000 |
| MKI67 | 517.20853 | 3.844398 | 0.9650859 | 3.983478 | 0.0000679 | 0.0003866 |
| RIMS1 | 375.31542 | 3.835695 | 0.3971868 | 9.657157 | 0.0000000 | 0.0000000 |
| CREBBP | 2430.53739 | -3.760867 | 0.3123121 | -12.042013 | 0.0000000 | 0.0000000 |
| DLG4 | 978.85744 | 3.673178 | 0.3878506 | 9.470600 | 0.0000000 | 0.0000000 |
| PTEN | 168.49359 | 3.548889 | 0.5446862 | 6.515474 | 0.0000000 | 0.0000000 |
| SNCA | 581.68555 | 3.283767 | 0.4095703 | 8.017589 | 0.0000000 | 0.0000000 |
| DCN | 86.61256 | 3.181678 | 0.5903909 | 5.389103 | 0.0000001 | 0.0000009 |
| P2RY12 | 83.66889 | 3.142226 | 0.6247671 | 5.029436 | 0.0000005 | 0.0000056 |
| GRIN3B | 51.55796 | 3.117259 | 0.5602081 | 5.564467 | 0.0000000 | 0.0000004 |
| IGF2 | 471.44546 | 3.069887 | 0.7700141 | 3.986794 | 0.0000670 | 0.0003866 |
| CTSS | 25.73341 | 2.687093 | 0.6233170 | 4.310957 | 0.0000163 | 0.0001174 |
| IL10 | 25.17112 | 2.468721 | 0.6776161 | 3.643244 | 0.0002692 | 0.0012111 |
| WNT2 | 23.64781 | 2.462295 | 0.5950047 | 4.138278 | 0.0000350 | 0.0002228 |
| OPALIN | 1635.05197 | 2.438850 | 0.4951024 | 4.925951 | 0.0000008 | 0.0000086 |
| MEIS2 | 401.08554 | 2.396952 | 0.3395427 | 7.059354 | 0.0000000 | 0.0000000 |
| ROS1 | 73.16922 | 2.396772 | 0.5689789 | 4.212409 | 0.0000253 | 0.0001739 |
| GPR37 | 1209.08755 | 2.306285 | 0.6915274 | 3.335060 | 0.0008528 | 0.0031953 |
| MAPK1 | 820.16806 | 2.273436 | 0.4060713 | 5.598612 | 0.0000000 | 0.0000003 |
| SYT6 | 491.38059 | -2.241480 | 0.4560954 | -4.914499 | 0.0000009 | 0.0000088 |
| SEMA5B | 4613.78979 | 2.231395 | 0.8837081 | 2.525036 | 0.0115686 | 0.0305743 |
| ADGRA1 | 2908.09021 | -2.220719 | 0.3558490 | -6.240620 | 0.0000000 | 0.0000000 |
| MAP4K3 | 526.70223 | 2.215688 | 0.4058325 | 5.459611 | 0.0000000 | 0.0000006 |
| CTNNA3 | 83.73439 | 2.181673 | 0.5632525 | 3.873347 | 0.0001074 | 0.0005479 |
| VIPR2 | 591.40514 | -2.140043 | 0.4439278 | -4.820701 | 0.0000014 | 0.0000128 |
| DRD2 | 82.25944 | -2.130759 | 0.4277212 | -4.981653 | 0.0000006 | 0.0000069 |
| CX3CL1 | 787.02421 | -2.100342 | 0.2974945 | -7.060102 | 0.0000000 | 0.0000000 |
| GPR15 | 32.57194 | 2.091399 | 0.7128699 | 2.933774 | 0.0033487 | 0.0107740 |
| IL1B | 56.38239 | 2.084119 | 0.8274443 | 2.518743 | 0.0117775 | 0.0308507 |
| CHRNA5 | 43.23901 | 2.054906 | 0.4765996 | 4.311599 | 0.0000162 | 0.0001174 |
| NRG3 | 187.56024 | 2.045019 | 0.4367518 | 4.682336 | 0.0000028 | 0.0000233 |
| FLT1 | 105.66661 | 2.037967 | 0.5595034 | 3.642458 | 0.0002700 | 0.0012111 |
| PKP2 | 153.64921 | -2.037171 | 0.7528339 | -2.706004 | 0.0068098 | 0.0201571 |
| PCP4 | 43.03596 | 2.030995 | 0.5064011 | 4.010644 | 0.0000606 | 0.0003585 |
| TACR2 | 33.62399 | 2.030356 | 0.6199157 | 3.275213 | 0.0010558 | 0.0038113 |
| MRC2 | 384.58451 | -1.956981 | 0.3768879 | -5.192475 | 0.0000002 | 0.0000026 |
| NEGR1 | 348.52699 | 1.956632 | 0.4156765 | 4.707103 | 0.0000025 | 0.0000212 |
| MS4A7 | 35.43110 | 1.949684 | 0.4993011 | 3.904826 | 0.0000943 | 0.0005144 |
| NOS1 | 1916.03779 | -1.945642 | 0.5748550 | -3.384578 | 0.0007129 | 0.0028135 |
| SLC32A1 | 162.55765 | 1.879921 | 0.5532049 | 3.398236 | 0.0006782 | 0.0027500 |
| NPY1R | 61.12406 | 1.858171 | 0.5295397 | 3.509031 | 0.0004497 | 0.0019293 |
| MTOR | 292.05012 | 1.827141 | 0.3800195 | 4.808018 | 0.0000015 | 0.0000133 |
| CASS4 | 40.29007 | 1.817250 | 0.5418880 | 3.353552 | 0.0007978 | 0.0030669 |
| ADAM10 | 75.80030 | 1.807394 | 0.6965720 | 2.594698 | 0.0094674 | 0.0257097 |
| RBP4 | 652.18025 | 1.806149 | 0.7305212 | 2.472412 | 0.0134205 | 0.0342454 |
| HTR1A | 101.30243 | -1.806064 | 0.3905599 | -4.624294 | 0.0000038 | 0.0000293 |
| NPNT | 76.66470 | 1.802460 | 0.4058715 | 4.440963 | 0.0000090 | 0.0000680 |
| CAMK2G | 2718.24745 | -1.784092 | 0.2867279 | -6.222247 | 0.0000000 | 0.0000000 |
| ECHDC3 | 193.59958 | 1.778862 | 0.6942194 | 2.562391 | 0.0103954 | 0.0279731 |
| TLR4 | 91.91373 | 1.773629 | 0.4574177 | 3.877483 | 0.0001055 | 0.0005479 |
| GAD1 | 3076.83397 | -1.773290 | 0.5248245 | -3.378824 | 0.0007280 | 0.0028352 |
| NR5A1 | 243.56968 | 1.766365 | 0.6915136 | 2.554346 | 0.0106387 | 0.0283700 |
| KCND2 | 2650.00839 | -1.749615 | 0.2767826 | -6.321262 | 0.0000000 | 0.0000000 |
| TAC1 | 54.31582 | 1.747133 | 0.5008138 | 3.488588 | 0.0004856 | 0.0020533 |
| CSF1 | 682.50301 | -1.743912 | 0.4469791 | -3.901553 | 0.0000956 | 0.0005144 |
| CASP8 | 37.86643 | 1.715401 | 0.7068178 | 2.426935 | 0.0152270 | 0.0378756 |
| TRPM4 | 407.45820 | -1.714102 | 0.4144562 | -4.135786 | 0.0000354 | 0.0002228 |
| HS3ST1 | 316.33960 | -1.675542 | 0.3393394 | -4.937659 | 0.0000008 | 0.0000084 |
| FEZF2 | 215.61677 | -1.657001 | 0.3251106 | -5.096729 | 0.0000003 | 0.0000041 |
| CRH | 51.69758 | 1.650229 | 0.6175947 | 2.672025 | 0.0075395 | 0.0216669 |
| ADGRG7 | 22.78942 | 1.645663 | 0.5328670 | 3.088319 | 0.0020129 | 0.0068486 |
| KCNC1 | 901.88200 | -1.641222 | 0.5132188 | -3.197899 | 0.0013843 | 0.0048781 |
| NGF | 184.49945 | -1.623310 | 0.3804626 | -4.266673 | 0.0000198 | 0.0001398 |
| CSPG4 | 3829.55162 | -1.612988 | 0.4016747 | -4.015657 | 0.0000593 | 0.0003581 |
| TSHZ1 | 1377.55355 | -1.590965 | 0.3273676 | -4.859875 | 0.0000012 | 0.0000109 |
| ANPEP | 19.67696 | 1.576318 | 0.5739809 | 2.746290 | 0.0060273 | 0.0182050 |
| CD74 | 1575.11013 | -1.574058 | 0.4169632 | -3.775053 | 0.0001600 | 0.0007637 |
| SPI1 | 130.73557 | -1.552228 | 0.4272658 | -3.632932 | 0.0002802 | 0.0012380 |
| NPTX1 | 382.08252 | 1.521193 | 0.4067124 | 3.740218 | 0.0001839 | 0.0008639 |
| ALDH1L1 | 1273.82258 | -1.517065 | 0.4478830 | -3.387192 | 0.0007061 | 0.0028135 |
| FGFR3 | 4288.55722 | -1.512768 | 0.5675940 | -2.665230 | 0.0076936 | 0.0218971 |
| RIMS2 | 318.06786 | 1.511422 | 0.3637197 | 4.155459 | 0.0000325 | 0.0002135 |
| NPTX2 | 647.82551 | -1.505661 | 0.4323268 | -3.482692 | 0.0004964 | 0.0020695 |
| RSPO1 | 29.64732 | -1.504786 | 0.6220621 | -2.419029 | 0.0155620 | 0.0380690 |
| PDGFRB | 496.71636 | -1.504669 | 0.3084570 | -4.878051 | 0.0000011 | 0.0000102 |
| FIBCD1 | 58.02848 | 1.492466 | 0.4501973 | 3.315139 | 0.0009160 | 0.0033473 |
| SOX10 | 13881.84778 | -1.465822 | 0.4530988 | -3.235104 | 0.0012160 | 0.0043365 |
| AGTR1 | 17.11944 | 1.449630 | 0.6105093 | 2.374460 | 0.0175747 | 0.0414106 |
| CELSR1 | 94.62744 | 1.444878 | 0.3820260 | 3.782145 | 0.0001555 | 0.0007545 |
| BCL11B | 258.36168 | -1.437838 | 0.3692453 | -3.893990 | 0.0000986 | 0.0005212 |
| AQP4 | 395.10572 | 1.419185 | 0.5309098 | 2.673119 | 0.0075150 | 0.0216669 |
| MS4A4A | 41.15761 | 1.405077 | 0.5916586 | 2.374811 | 0.0175580 | 0.0414106 |
| GAD2 | 59.05761 | 1.398507 | 0.4390713 | 3.185148 | 0.0014468 | 0.0049797 |
| CRTAC1 | 2354.47094 | -1.394266 | 0.3339526 | -4.175042 | 0.0000298 | 0.0002004 |
| SULF2 | 5546.23315 | -1.385946 | 0.3378921 | -4.101743 | 0.0000410 | 0.0002529 |
| SYN1 | 2939.55485 | -1.371502 | 0.3903040 | -3.513934 | 0.0004415 | 0.0019219 |
| KCNQ1 | 52.67243 | -1.362478 | 0.4519022 | -3.014984 | 0.0025699 | 0.0084522 |
| BDKRB1 | 33.45385 | -1.361183 | 0.4439146 | -3.066317 | 0.0021671 | 0.0072895 |
| LRATD2 | 1157.65458 | -1.331135 | 0.3999784 | -3.328018 | 0.0008747 | 0.0032363 |
| SYNGAP1 | 3165.00611 | -1.329059 | 0.3624226 | -3.667152 | 0.0002453 | 0.0011344 |
| BCAN | 27602.20501 | -1.304338 | 0.2795404 | -4.666010 | 0.0000031 | 0.0000246 |
| GRIA3 | 5108.59991 | -1.287321 | 0.3396874 | -3.789724 | 0.0001508 | 0.0007440 |
| IGF1 | 42.02378 | 1.265174 | 0.4520960 | 2.798462 | 0.0051347 | 0.0159494 |
| SRC | 663.43919 | -1.261125 | 0.3311803 | -3.807971 | 0.0001401 | 0.0007029 |
| TNF | 35.05670 | 1.260818 | 0.4768129 | 2.644261 | 0.0081869 | 0.0230794 |
| FERMT2 | 293.93048 | 1.227987 | 0.3669760 | 3.346233 | 0.0008192 | 0.0031087 |
| PAX6 | 191.49539 | -1.210998 | 0.3792210 | -3.193384 | 0.0014062 | 0.0048967 |
| HTR3A | 25.63823 | -1.203554 | 0.4420268 | -2.722808 | 0.0064730 | 0.0193535 |
| CAMK2A | 1526.72529 | 1.197719 | 0.4310558 | 2.778571 | 0.0054599 | 0.0166610 |
| PRKCD | 290.39952 | -1.188298 | 0.3471543 | -3.422967 | 0.0006194 | 0.0025465 |
| ITGA7 | 702.71945 | -1.181834 | 0.3982090 | -2.967873 | 0.0029987 | 0.0097540 |
| SHARPIN | 411.76969 | -1.125597 | 0.4825242 | -2.332726 | 0.0196625 | 0.0454465 |
| SORL1 | 2041.51672 | -1.106675 | 0.2811788 | -3.935840 | 0.0000829 | 0.0004630 |
| LYNX1 | 1000.57411 | 1.081000 | 0.4446594 | 2.431073 | 0.0150542 | 0.0377630 |
| ERBB2 | 204.87359 | -1.056387 | 0.4358626 | -2.423669 | 0.0153646 | 0.0378993 |
| NXPH4 | 64.48338 | 1.053289 | 0.4520549 | 2.330002 | 0.0198061 | 0.0454465 |
| NPAS1 | 53.43811 | -1.020376 | 0.3930876 | -2.595798 | 0.0094371 | 0.0257097 |
| CUX2 | 672.12637 | -1.020361 | 0.3798982 | -2.685879 | 0.0072339 | 0.0212004 |
| ACE | 66.87576 | -1.004103 | 0.4279204 | -2.346471 | 0.0189521 | 0.0441719 |
6.12 Pvalb
| X | baseMean | log2FoldChange | lfcSE | stat | pvalue | padj |
|---|---|---|---|---|---|---|
| GPHN | 340.28709 | 5.952084 | 0.5036856 | 11.817061 | 0.0000000 | 0.0000000 |
| GRIA4 | 1392.34739 | 5.830218 | 0.4171307 | 13.976957 | 0.0000000 | 0.0000000 |
| GRM5 | 408.15278 | 5.547210 | 0.5258671 | 10.548692 | 0.0000000 | 0.0000000 |
| CHODL | 327.86326 | 5.157326 | 1.2315790 | 4.187572 | 0.0000282 | 0.0002318 |
| IFNG | 372.50304 | 4.536237 | 0.6247318 | 7.261095 | 0.0000000 | 0.0000000 |
| SCTR | 83.36617 | 4.242182 | 0.7885640 | 5.379629 | 0.0000001 | 0.0000011 |
| DLG4 | 1070.18286 | 4.190921 | 0.3501941 | 11.967424 | 0.0000000 | 0.0000000 |
| SEMA5B | 337.08250 | 3.535134 | 1.4006621 | 2.523902 | 0.0116060 | 0.0336803 |
| NOS3 | 116.69930 | 3.491063 | 0.6336692 | 5.509284 | 0.0000000 | 0.0000006 |
| RIMS1 | 327.23853 | 3.320350 | 0.4175948 | 7.951129 | 0.0000000 | 0.0000000 |
| CTSS | 33.60622 | 3.272965 | 0.6324855 | 5.174767 | 0.0000002 | 0.0000029 |
| CXCL10 | 112.32336 | 3.207168 | 0.7341610 | 4.368481 | 0.0000125 | 0.0001089 |
| NR5A1 | 48.83104 | 3.150515 | 0.5549442 | 5.677174 | 0.0000000 | 0.0000003 |
| NDST4 | 44.09650 | 3.065051 | 0.5739225 | 5.340531 | 0.0000001 | 0.0000012 |
| IGF1 | 164.38701 | 2.930933 | 0.5867928 | 4.994835 | 0.0000006 | 0.0000073 |
| GAD2 | 1489.31169 | 2.868322 | 0.4557256 | 6.293967 | 0.0000000 | 0.0000000 |
| SIM1 | 59.84672 | 2.824988 | 0.6911665 | 4.087275 | 0.0000436 | 0.0003313 |
| DRD2 | 66.07087 | -2.748716 | 0.4481209 | -6.133872 | 0.0000000 | 0.0000000 |
| AGTR1 | 18.30880 | 2.690330 | 0.7754880 | 3.469209 | 0.0005220 | 0.0029153 |
| MAPK1 | 489.67133 | 2.607353 | 0.3849151 | 6.773838 | 0.0000000 | 0.0000000 |
| CREBBP | 1031.84787 | -2.578374 | 0.3508850 | -7.348203 | 0.0000000 | 0.0000000 |
| TACR2 | 48.59670 | 2.551312 | 0.5969052 | 4.274234 | 0.0000192 | 0.0001622 |
| MEIS2 | 70.32246 | 2.470819 | 0.5354903 | 4.614124 | 0.0000039 | 0.0000377 |
| HTR1A | 58.46187 | -2.416142 | 0.4265356 | -5.664573 | 0.0000000 | 0.0000003 |
| NRG3 | 294.93222 | 2.398229 | 0.4047443 | 5.925295 | 0.0000000 | 0.0000001 |
| OLIG1 | 106.25306 | 2.299159 | 0.4907429 | 4.685058 | 0.0000028 | 0.0000286 |
| MAP4K3 | 285.04798 | 2.273376 | 0.3343909 | 6.798557 | 0.0000000 | 0.0000000 |
| IL1B | 25.67686 | 2.198385 | 0.6212775 | 3.538491 | 0.0004024 | 0.0024037 |
| CX3CL1 | 1101.89343 | -2.141265 | 0.3891002 | -5.503119 | 0.0000000 | 0.0000006 |
| NEGR1 | 512.15166 | 2.100561 | 0.3459740 | 6.071442 | 0.0000000 | 0.0000000 |
| CXCR4 | 46.49942 | -2.056734 | 0.4617950 | -4.453782 | 0.0000084 | 0.0000757 |
| SPI1 | 92.52580 | -2.047339 | 0.5787852 | -3.537304 | 0.0004042 | 0.0024037 |
| SNCA | 197.29272 | 1.999143 | 0.4316393 | 4.631513 | 0.0000036 | 0.0000358 |
| TAC1 | 685.85103 | 1.977978 | 0.4871815 | 4.060042 | 0.0000491 | 0.0003631 |
| MTOR | 215.77557 | 1.942150 | 0.3394867 | 5.720842 | 0.0000000 | 0.0000002 |
| RIMS2 | 228.24126 | 1.941239 | 0.3400633 | 5.708463 | 0.0000000 | 0.0000002 |
| TH | 155.42635 | -1.908551 | 0.6885967 | -2.771653 | 0.0055772 | 0.0193626 |
| PTEN | 143.97573 | 1.904805 | 0.6670574 | 2.855535 | 0.0042964 | 0.0163045 |
| CRH | 262.88631 | 1.870179 | 0.3781460 | 4.945653 | 0.0000008 | 0.0000086 |
| EPHA1 | 32.38911 | 1.857284 | 0.5507556 | 3.372247 | 0.0007456 | 0.0037554 |
| KCTD4 | 21.12645 | 1.848851 | 0.7323406 | 2.524577 | 0.0115837 | 0.0336803 |
| GPR15 | 25.35276 | 1.841072 | 0.6475553 | 2.843112 | 0.0044675 | 0.0165299 |
| COCH | 54.22919 | 1.824557 | 0.4841574 | 3.768521 | 0.0001642 | 0.0011304 |
| CREB1 | 36.96561 | 1.784719 | 0.6353415 | 2.809070 | 0.0049685 | 0.0179350 |
| PILRA | 119.04466 | 1.762130 | 0.4390910 | 4.013131 | 0.0000599 | 0.0004223 |
| DCN | 85.89763 | 1.732217 | 0.4147907 | 4.176122 | 0.0000297 | 0.0002372 |
| SLC6A4 | 24.70304 | -1.722382 | 0.5021651 | -3.429912 | 0.0006038 | 0.0032494 |
| DBH | 74.69448 | -1.718401 | 0.3822887 | -4.495035 | 0.0000070 | 0.0000643 |
| NMBR | 23.09496 | 1.715958 | 0.5805034 | 2.955983 | 0.0031167 | 0.0124670 |
| CELSR1 | 61.84488 | 1.707006 | 0.4857077 | 3.514471 | 0.0004406 | 0.0025574 |
| COL11A1 | 163.42748 | 1.686403 | 0.3475749 | 4.851910 | 0.0000012 | 0.0000134 |
| SYT6 | 40.19859 | -1.663037 | 0.4139876 | -4.017119 | 0.0000589 | 0.0004223 |
| CD74 | 346.80846 | -1.632049 | 0.5179169 | -3.151180 | 0.0016261 | 0.0075208 |
| SNCG | 4962.29216 | -1.618762 | 0.2909121 | -5.564438 | 0.0000000 | 0.0000004 |
| CA12 | 19.05844 | -1.617033 | 0.5336527 | -3.030122 | 0.0024445 | 0.0100498 |
| PLAGL1 | 352.79886 | 1.604264 | 0.3240305 | 4.950967 | 0.0000007 | 0.0000086 |
| THEMIS | 21.33935 | -1.571329 | 0.5103544 | -3.078898 | 0.0020777 | 0.0087856 |
| ROS1 | 62.77118 | 1.547134 | 0.4371093 | 3.539467 | 0.0004009 | 0.0024037 |
| NTSR1 | 17.58394 | 1.506049 | 0.5966653 | 2.524110 | 0.0115991 | 0.0336803 |
| PAX6 | 43.07781 | -1.476041 | 0.6301342 | -2.342423 | 0.0191590 | 0.0488885 |
| TEK | 77.24957 | -1.468077 | 0.4309519 | -3.406592 | 0.0006578 | 0.0034440 |
| ADGRA1 | 2507.27239 | -1.456749 | 0.3502849 | -4.158754 | 0.0000320 | 0.0002493 |
| FEZF2 | 50.27440 | -1.435714 | 0.4599713 | -3.121312 | 0.0018005 | 0.0080717 |
| FERMT2 | 72.12580 | 1.420855 | 0.4018111 | 3.536128 | 0.0004060 | 0.0024037 |
| ITGA7 | 486.23124 | -1.414410 | 0.4195631 | -3.371150 | 0.0007486 | 0.0037554 |
| PCP4 | 33.26656 | 1.407176 | 0.4877439 | 2.885071 | 0.0039133 | 0.0152411 |
| MRC1 | 31.66929 | 1.399190 | 0.5164531 | 2.709230 | 0.0067440 | 0.0226842 |
| CHRNA5 | 35.93372 | 1.388998 | 0.4993459 | 2.781634 | 0.0054086 | 0.0192413 |
| MMP9 | 25.74172 | -1.386533 | 0.5079210 | -2.729821 | 0.0063369 | 0.0215599 |
| FEV | 86.88891 | 1.368685 | 0.4284468 | 3.194526 | 0.0014006 | 0.0065806 |
| HTR3A | 43.09983 | -1.342165 | 0.5009984 | -2.678980 | 0.0073847 | 0.0240205 |
| GPR55 | 43.67703 | -1.338645 | 0.5348321 | -2.502926 | 0.0123171 | 0.0353968 |
| P2RY12 | 44.82807 | 1.336356 | 0.4974422 | 2.686454 | 0.0072215 | 0.0237507 |
| RELN | 33.76484 | 1.336224 | 0.5127397 | 2.606047 | 0.0091594 | 0.0285357 |
| ACAN | 57.13322 | 1.323579 | 0.4533445 | 2.919588 | 0.0035050 | 0.0138329 |
| PVALB | 970.06691 | 1.315496 | 0.4596006 | 2.862258 | 0.0042063 | 0.0161698 |
| NPNT | 140.01450 | 1.314580 | 0.4218139 | 3.116491 | 0.0018302 | 0.0080717 |
| CAMK2G | 3964.22513 | -1.312332 | 0.2754610 | -4.764130 | 0.0000019 | 0.0000201 |
| CSF1 | 127.76010 | -1.302893 | 0.4024969 | -3.237027 | 0.0012078 | 0.0058419 |
| ANPEP | 40.82337 | 1.298939 | 0.4612517 | 2.816117 | 0.0048608 | 0.0177629 |
| CCK | 224.65504 | 1.280208 | 0.3431739 | 3.730494 | 0.0001911 | 0.0012570 |
| ID4 | 28.73801 | 1.277842 | 0.5323732 | 2.400274 | 0.0163828 | 0.0436874 |
| SLC29A2 | 264.40392 | 1.251082 | 0.4028021 | 3.105946 | 0.0018967 | 0.0081366 |
| KCNC1 | 4861.14945 | -1.227698 | 0.3686553 | -3.330204 | 0.0008678 | 0.0042813 |
| NTNG2 | 49.73892 | -1.222726 | 0.4091602 | -2.988379 | 0.0028046 | 0.0113721 |
| BIN1 | 3135.57396 | -1.215988 | 0.5010166 | -2.427042 | 0.0152225 | 0.0413381 |
| HS3ST1 | 293.23717 | -1.213702 | 0.3247905 | -3.736876 | 0.0001863 | 0.0012534 |
| NPTX1 | 112.74556 | 1.208435 | 0.4238830 | 2.850868 | 0.0043600 | 0.0163362 |
| GPR63 | 54.30933 | 1.207502 | 0.4662365 | 2.589893 | 0.0096006 | 0.0289977 |
| EPHA10 | 893.24548 | -1.200976 | 0.4526171 | -2.653404 | 0.0079684 | 0.0256376 |
| SLC32A1 | 2690.78838 | 1.174253 | 0.3735220 | 3.143733 | 0.0016681 | 0.0075962 |
| NOS1 | 761.81864 | -1.169919 | 0.3348071 | -3.494307 | 0.0004753 | 0.0027055 |
| UBE3A | 341.18459 | 1.158587 | 0.3403249 | 3.404355 | 0.0006632 | 0.0034440 |
| ALDH1L1 | 110.39482 | 1.132438 | 0.3685143 | 3.072982 | 0.0021193 | 0.0088355 |
| SYN1 | 4116.33941 | -1.129960 | 0.3630248 | -3.112625 | 0.0018543 | 0.0080717 |
| SYNGAP1 | 2698.27047 | -1.114070 | 0.3445601 | -3.233310 | 0.0012236 | 0.0058419 |
| LAMP5 | 136.69001 | 1.098887 | 0.4222439 | 2.602494 | 0.0092548 | 0.0285357 |
| LRPPRC | 556.08737 | 1.070031 | 0.4513367 | 2.370805 | 0.0177494 | 0.0464940 |
| SULF2 | 473.11428 | -1.066464 | 0.4104676 | -2.598169 | 0.0093722 | 0.0285998 |
| PDGFRB | 53.73567 | -1.063282 | 0.3826762 | -2.778541 | 0.0054604 | 0.0192413 |
| CALB1 | 160.45460 | 1.062729 | 0.4271686 | 2.487845 | 0.0128520 | 0.0365787 |
| BACE1 | 1360.10026 | -1.059756 | 0.2991984 | -3.541982 | 0.0003971 | 0.0024037 |
| GRIN1 | 8514.36051 | -1.039149 | 0.4182934 | -2.484259 | 0.0129821 | 0.0365972 |
| CCKBR | 279.58801 | -1.028149 | 0.2996567 | -3.431090 | 0.0006012 | 0.0032494 |
6.13 Sst
| X | baseMean | log2FoldChange | lfcSE | stat | pvalue | padj |
|---|---|---|---|---|---|---|
| IFNG | 1488.21771 | 6.891950 | 0.4562669 | 15.105086 | 0.0000000 | 0.0000000 |
| CHODL | 1183.75152 | 6.198239 | 0.8012600 | 7.735616 | 0.0000000 | 0.0000000 |
| SEMA5B | 1360.99868 | 5.538980 | 0.9565361 | 5.790665 | 0.0000000 | 0.0000001 |
| CXCL10 | 286.20763 | 5.430394 | 0.7713398 | 7.040210 | 0.0000000 | 0.0000000 |
| GRIA4 | 265.38547 | 5.414684 | 0.4763954 | 11.365945 | 0.0000000 | 0.0000000 |
| GRM5 | 549.40647 | 5.197752 | 0.4736929 | 10.972832 | 0.0000000 | 0.0000000 |
| SCTR | 112.61571 | 5.070117 | 0.9213110 | 5.503155 | 0.0000000 | 0.0000004 |
| GPHN | 290.99917 | 4.744101 | 0.4533209 | 10.465216 | 0.0000000 | 0.0000000 |
| NOS3 | 234.66210 | 4.301517 | 0.6964796 | 6.176084 | 0.0000000 | 0.0000000 |
| NR5A1 | 103.55535 | 4.052104 | 0.5802559 | 6.983304 | 0.0000000 | 0.0000000 |
| SIM1 | 251.75073 | 4.000872 | 0.7089496 | 5.643380 | 0.0000000 | 0.0000002 |
| DLG4 | 1035.52067 | 3.988874 | 0.3348599 | 11.912069 | 0.0000000 | 0.0000000 |
| MKI67 | 312.37877 | 3.846795 | 0.6876841 | 5.593841 | 0.0000000 | 0.0000003 |
| IGF2 | 190.63803 | 3.782507 | 0.7506568 | 5.038930 | 0.0000005 | 0.0000043 |
| RIMS1 | 461.75273 | 3.301260 | 0.5984212 | 5.516616 | 0.0000000 | 0.0000004 |
| DCN | 590.24312 | 3.294369 | 0.3714319 | 8.869374 | 0.0000000 | 0.0000000 |
| SNCA | 457.81925 | 2.890106 | 0.4097364 | 7.053573 | 0.0000000 | 0.0000000 |
| CREBBP | 1003.64329 | -2.866436 | 0.3654939 | -7.842637 | 0.0000000 | 0.0000000 |
| RELN | 96.98484 | 2.834559 | 0.5803710 | 4.884047 | 0.0000010 | 0.0000093 |
| EPHA1 | 78.92953 | 2.827828 | 0.5426192 | 5.211441 | 0.0000002 | 0.0000020 |
| TACR2 | 51.47098 | 2.795365 | 0.6254281 | 4.469523 | 0.0000078 | 0.0000580 |
| IGF1 | 151.03075 | 2.723308 | 0.4672237 | 5.828702 | 0.0000000 | 0.0000001 |
| FOS | 396.80893 | 2.654723 | 0.9040249 | 2.936559 | 0.0033188 | 0.0103405 |
| CTSS | 28.38568 | 2.638786 | 0.5626749 | 4.689717 | 0.0000027 | 0.0000225 |
| MAPK1 | 548.11273 | 2.626738 | 0.3786038 | 6.937961 | 0.0000000 | 0.0000000 |
| GAD2 | 657.45308 | 2.619620 | 0.5035662 | 5.202135 | 0.0000002 | 0.0000020 |
| PTEN | 146.98872 | 2.606390 | 0.4934755 | 5.281701 | 0.0000001 | 0.0000014 |
| ANPEP | 25.78089 | 2.564605 | 0.5787487 | 4.431293 | 0.0000094 | 0.0000657 |
| NRG3 | 258.68395 | 2.543964 | 0.4170380 | 6.100077 | 0.0000000 | 0.0000000 |
| CALB1 | 735.70443 | 2.450598 | 0.5670145 | 4.321931 | 0.0000155 | 0.0000995 |
| MAP4K3 | 406.74255 | 2.393122 | 0.3702949 | 6.462745 | 0.0000000 | 0.0000000 |
| IL10 | 27.56202 | 2.326722 | 0.5706171 | 4.077554 | 0.0000455 | 0.0002542 |
| DRD2 | 84.92723 | -2.322850 | 0.4495377 | -5.167197 | 0.0000002 | 0.0000023 |
| SPI1 | 132.40034 | -2.318359 | 0.6956936 | -3.332442 | 0.0008609 | 0.0033976 |
| AGTR1 | 20.68230 | 2.287015 | 0.6782657 | 3.371856 | 0.0007466 | 0.0030274 |
| RIMS2 | 531.58611 | 2.204808 | 0.3979759 | 5.540054 | 0.0000000 | 0.0000004 |
| TAC1 | 421.19976 | 2.141939 | 0.4837971 | 4.427350 | 0.0000095 | 0.0000657 |
| CX3CL1 | 839.35945 | -2.113065 | 0.4062508 | -5.201380 | 0.0000002 | 0.0000020 |
| NEGR1 | 539.04106 | 2.078513 | 0.3594530 | 5.782434 | 0.0000000 | 0.0000001 |
| WNT2 | 26.44868 | 2.071733 | 0.5623815 | 3.683858 | 0.0002297 | 0.0010625 |
| CSF1 | 155.45333 | -2.052071 | 0.3382692 | -6.066385 | 0.0000000 | 0.0000000 |
| FEZF2 | 66.60224 | -2.029968 | 0.4803918 | -4.225650 | 0.0000238 | 0.0001439 |
| PRKCD | 119.66400 | -2.017677 | 0.5783771 | -3.488515 | 0.0004857 | 0.0020776 |
| SCIMP | 57.58269 | -1.990989 | 0.5310755 | -3.748975 | 0.0001776 | 0.0008342 |
| TEK | 172.31329 | -1.965196 | 0.3325531 | -5.909422 | 0.0000000 | 0.0000001 |
| SNCG | 1760.56683 | -1.926994 | 0.3124132 | -6.168095 | 0.0000000 | 0.0000000 |
| CRH | 86.32726 | -1.922657 | 0.6954620 | -2.764575 | 0.0056997 | 0.0168711 |
| DBH | 48.40973 | -1.908551 | 0.4333012 | -4.404675 | 0.0000106 | 0.0000697 |
| THEMIS | 24.30485 | -1.879047 | 0.5117889 | -3.671527 | 0.0002411 | 0.0010980 |
| MEIS2 | 83.27739 | 1.870654 | 0.4035718 | 4.635244 | 0.0000036 | 0.0000282 |
| ITGA7 | 581.15182 | -1.870236 | 0.4928175 | -3.794986 | 0.0001477 | 0.0007165 |
| SOX10 | 1240.46037 | -1.862399 | 0.4398344 | -4.234319 | 0.0000229 | 0.0001414 |
| PILRA | 118.39565 | 1.849498 | 0.4590047 | 4.029366 | 0.0000559 | 0.0002928 |
| HTR1A | 197.12364 | -1.834969 | 0.3851400 | -4.764419 | 0.0000019 | 0.0000165 |
| GRIN3B | 56.19990 | 1.797387 | 0.4907394 | 3.662610 | 0.0002497 | 0.0011197 |
| SYT6 | 49.63642 | -1.779623 | 0.4012921 | -4.434732 | 0.0000092 | 0.0000657 |
| ADRB1 | 46.38222 | 1.774972 | 0.4556572 | 3.895411 | 0.0000980 | 0.0004836 |
| MRC1 | 54.35473 | 1.767587 | 0.4387836 | 4.028379 | 0.0000562 | 0.0002928 |
| OXGR1 | 12.19869 | -1.756837 | 0.5920972 | -2.967142 | 0.0030058 | 0.0094651 |
| IL1B | 43.77332 | 1.753588 | 0.6140714 | 2.855674 | 0.0042946 | 0.0129713 |
| LAMP5 | 140.51257 | 1.750126 | 0.4618641 | 3.789266 | 0.0001511 | 0.0007213 |
| NRG1 | 84.37268 | -1.747660 | 0.3678818 | -4.750602 | 0.0000020 | 0.0000172 |
| TH | 220.26829 | -1.735815 | 0.4418850 | -3.928206 | 0.0000856 | 0.0004294 |
| OPRM1 | 60.12939 | 1.733261 | 0.6680805 | 2.594390 | 0.0094759 | 0.0262137 |
| MTOR | 192.66764 | 1.700157 | 0.3859489 | 4.405134 | 0.0000106 | 0.0000697 |
| HTR3A | 23.13835 | -1.676839 | 0.6375722 | -2.630038 | 0.0085375 | 0.0240677 |
| NPAS1 | 722.19967 | -1.631281 | 0.3521826 | -4.631918 | 0.0000036 | 0.0000282 |
| ACE | 84.08343 | -1.626697 | 0.3832427 | -4.244560 | 0.0000219 | 0.0001379 |
| NDST4 | 59.16470 | 1.622935 | 0.5137955 | 3.158717 | 0.0015847 | 0.0055183 |
| PCP4 | 35.99630 | 1.619927 | 0.4869851 | 3.326441 | 0.0008796 | 0.0034259 |
| COCH | 81.05979 | 1.604176 | 0.4869942 | 3.294036 | 0.0009876 | 0.0037478 |
| CA12 | 28.91592 | -1.591396 | 0.4590994 | -3.466343 | 0.0005276 | 0.0021995 |
| HS3ST1 | 358.37963 | -1.587702 | 0.4809597 | -3.301112 | 0.0009630 | 0.0037020 |
| KCND2 | 1330.48970 | -1.549750 | 0.4299317 | -3.604643 | 0.0003126 | 0.0013607 |
| COL11A1 | 101.67327 | 1.518902 | 0.3732152 | 4.069776 | 0.0000471 | 0.0002579 |
| NOSTRIN | 75.00587 | -1.487123 | 0.3752062 | -3.963482 | 0.0000739 | 0.0003770 |
| KCTD4 | 50.16988 | 1.479254 | 0.6261568 | 2.362434 | 0.0181554 | 0.0451596 |
| TNF | 38.04683 | 1.477726 | 0.4899301 | 3.016198 | 0.0025597 | 0.0082354 |
| ID4 | 39.51288 | 1.467647 | 0.4827199 | 3.040370 | 0.0023629 | 0.0078585 |
| NTNG2 | 72.38506 | -1.451411 | 0.3971488 | -3.654578 | 0.0002576 | 0.0011381 |
| ADGRA1 | 1192.13488 | -1.444576 | 0.3488873 | -4.140525 | 0.0000347 | 0.0002011 |
| TSHZ1 | 176.38960 | -1.442498 | 0.4230256 | -3.409955 | 0.0006497 | 0.0026711 |
| OLIG1 | 237.69347 | 1.441762 | 0.4136528 | 3.485439 | 0.0004913 | 0.0020776 |
| CD74 | 540.75094 | -1.425958 | 0.4706999 | -3.029442 | 0.0024501 | 0.0080580 |
| BIN1 | 3730.20975 | -1.424764 | 0.5249719 | -2.713981 | 0.0066480 | 0.0194832 |
| P2RY12 | 63.23210 | 1.413512 | 0.5302641 | 2.665675 | 0.0076834 | 0.0222969 |
| PLAGL1 | 535.22978 | 1.400413 | 0.3377098 | 4.146793 | 0.0000337 | 0.0001996 |
| NPTX1 | 114.32356 | 1.393764 | 0.4431272 | 3.145291 | 0.0016592 | 0.0056452 |
| NMBR | 85.68942 | 1.387848 | 0.5438667 | 2.551817 | 0.0107163 | 0.0288365 |
| BACE1 | 1498.90433 | -1.383759 | 0.3080311 | -4.492269 | 0.0000070 | 0.0000535 |
| CST7 | 13.36558 | -1.379371 | 0.5443120 | -2.534156 | 0.0112719 | 0.0300583 |
| ROS1 | 64.87207 | 1.337721 | 0.4247436 | 3.149479 | 0.0016356 | 0.0056296 |
| SLC6A4 | 31.77926 | -1.336969 | 0.4418404 | -3.025908 | 0.0024789 | 0.0080632 |
| CCK | 144.13237 | 1.318131 | 0.4161859 | 3.167168 | 0.0015393 | 0.0054243 |
| FEV | 112.45310 | 1.309770 | 0.4993021 | 2.623201 | 0.0087108 | 0.0243245 |
| MRC2 | 50.45395 | -1.302308 | 0.5290489 | -2.461602 | 0.0138318 | 0.0352949 |
| SYN1 | 4760.08105 | -1.289367 | 0.4066811 | -3.170463 | 0.0015220 | 0.0054243 |
| KCNC1 | 2387.05643 | -1.282819 | 0.4286001 | -2.993044 | 0.0027621 | 0.0087912 |
| NOS1 | 1893.97847 | -1.279388 | 0.3996970 | -3.200895 | 0.0013700 | 0.0050065 |
| CASS4 | 36.46523 | 1.264154 | 0.4749907 | 2.661429 | 0.0077810 | 0.0223609 |
| NDNF | 19.09902 | -1.258566 | 0.5375134 | -2.341460 | 0.0192085 | 0.0469893 |
| KCNQ1 | 28.50683 | -1.258566 | 0.4403539 | -2.858078 | 0.0042622 | 0.0129713 |
| SORL1 | 706.32689 | -1.250493 | 0.3050474 | -4.099339 | 0.0000414 | 0.0002359 |
| CAMK2G | 3371.48995 | -1.245436 | 0.3092387 | -4.027427 | 0.0000564 | 0.0002928 |
| SYNGAP1 | 2807.75275 | -1.241818 | 0.3811622 | -3.257977 | 0.0011221 | 0.0042043 |
| IYD | 158.90661 | -1.222686 | 0.3651934 | -3.348052 | 0.0008138 | 0.0032553 |
| SLC32A1 | 2403.53256 | 1.200335 | 0.3830386 | 3.133719 | 0.0017261 | 0.0058058 |
| SYP | 7318.39438 | -1.195886 | 0.3728395 | -3.207508 | 0.0013389 | 0.0049539 |
| CHRM4 | 130.34502 | -1.177297 | 0.3708893 | -3.174255 | 0.0015022 | 0.0054226 |
| SERPINF1 | 54.12857 | -1.169652 | 0.4933908 | -2.370639 | 0.0177574 | 0.0445439 |
| FIBCD1 | 41.32796 | 1.159827 | 0.4659374 | 2.489234 | 0.0128019 | 0.0332399 |
| SLC29A2 | 193.70536 | 1.067836 | 0.4029447 | 2.650080 | 0.0080473 | 0.0229037 |
| PDGFRB | 128.18041 | -1.030980 | 0.4007583 | -2.572572 | 0.0100946 | 0.0274128 |
| CD33 | 66.51333 | -1.012736 | 0.4313185 | -2.348000 | 0.0188745 | 0.0465571 |
6.14 Vip
| X | baseMean | log2FoldChange | lfcSE | stat | pvalue | padj |
|---|---|---|---|---|---|---|
| GPHN | 410.56533 | 5.784081 | 0.4933403 | 11.724322 | 0.0000000 | 0.0000000 |
| GRIA4 | 596.58599 | 5.559792 | 0.4210974 | 13.203101 | 0.0000000 | 0.0000000 |
| IFNG | 417.10767 | 5.455981 | 0.5754961 | 9.480482 | 0.0000000 | 0.0000000 |
| GRM5 | 218.31364 | 4.823765 | 0.4987705 | 9.671311 | 0.0000000 | 0.0000000 |
| DLG4 | 1099.33797 | 3.883077 | 0.3621651 | 10.721839 | 0.0000000 | 0.0000000 |
| CHODL | 210.57534 | 3.829398 | 1.3346625 | 2.869188 | 0.0041153 | 0.0145014 |
| RIMS1 | 442.51716 | 3.618316 | 0.4741628 | 7.630957 | 0.0000000 | 0.0000000 |
| RELN | 171.15182 | 3.243455 | 0.4223318 | 7.679875 | 0.0000000 | 0.0000000 |
| NR5A1 | 59.66987 | 3.048414 | 0.5803883 | 5.252369 | 0.0000002 | 0.0000018 |
| CREBBP | 1178.59633 | -3.020566 | 0.2989304 | -10.104581 | 0.0000000 | 0.0000000 |
| CXCL10 | 74.48545 | 2.929150 | 0.7275697 | 4.025938 | 0.0000567 | 0.0003652 |
| NOS3 | 96.60562 | 2.878440 | 0.6081365 | 4.733214 | 0.0000022 | 0.0000204 |
| SIM1 | 56.73271 | 2.835945 | 0.8306192 | 3.414254 | 0.0006396 | 0.0030534 |
| IGF1 | 188.29693 | 2.759414 | 0.4785596 | 5.766083 | 0.0000000 | 0.0000001 |
| DCN | 254.02366 | 2.660865 | 0.3587858 | 7.416305 | 0.0000000 | 0.0000000 |
| SNCA | 321.42541 | 2.567000 | 0.3533476 | 7.264799 | 0.0000000 | 0.0000000 |
| GAD2 | 544.82124 | 2.475666 | 0.3439656 | 7.197423 | 0.0000000 | 0.0000000 |
| THEMIS | 34.97609 | -2.453336 | 0.5371528 | -4.567296 | 0.0000049 | 0.0000442 |
| PTEN | 108.80777 | 2.427521 | 0.5844462 | 4.153540 | 0.0000327 | 0.0002254 |
| TACR2 | 58.04650 | 2.398233 | 0.6295667 | 3.809339 | 0.0001393 | 0.0008593 |
| MAPK1 | 485.34604 | 2.393031 | 0.3423434 | 6.990149 | 0.0000000 | 0.0000000 |
| DBH | 57.70269 | -2.247564 | 0.4371185 | -5.141773 | 0.0000003 | 0.0000030 |
| GRIN3B | 44.31360 | 2.210092 | 0.5894771 | 3.749242 | 0.0001774 | 0.0010715 |
| NDST4 | 51.80722 | 2.205069 | 0.5151306 | 4.280602 | 0.0000186 | 0.0001346 |
| CX3CL1 | 828.30539 | -2.185628 | 0.3427474 | -6.376789 | 0.0000000 | 0.0000000 |
| NDNF | 191.56993 | 2.151440 | 0.3742601 | 5.748514 | 0.0000000 | 0.0000001 |
| MEIS2 | 73.70649 | 2.143592 | 0.4911649 | 4.364303 | 0.0000128 | 0.0000993 |
| NRG3 | 337.08149 | 2.094395 | 0.3978113 | 5.264795 | 0.0000001 | 0.0000017 |
| MTOR | 205.80689 | 2.070560 | 0.4254242 | 4.867048 | 0.0000011 | 0.0000116 |
| OLIG1 | 217.69294 | 2.060843 | 0.3597598 | 5.728386 | 0.0000000 | 0.0000002 |
| SYT6 | 497.41071 | -2.048236 | 0.3152753 | -6.496660 | 0.0000000 | 0.0000000 |
| CHRNA5 | 20.63370 | 2.040136 | 0.7327673 | 2.784153 | 0.0053668 | 0.0178490 |
| NEGR1 | 267.25477 | 2.038705 | 0.3761580 | 5.419811 | 0.0000001 | 0.0000008 |
| FEZF2 | 53.93860 | -2.034863 | 0.4576196 | -4.446625 | 0.0000087 | 0.0000717 |
| CXCR4 | 68.49739 | -2.010964 | 0.5485715 | -3.665819 | 0.0002465 | 0.0014034 |
| ROS1 | 59.47161 | 1.951321 | 0.5701792 | 3.422293 | 0.0006210 | 0.0030131 |
| P2RY12 | 55.99871 | 1.935939 | 0.5732902 | 3.376892 | 0.0007331 | 0.0033906 |
| GPR15 | 26.48090 | 1.926637 | 0.6127610 | 3.144190 | 0.0016655 | 0.0068469 |
| HTR1A | 79.41860 | -1.923060 | 0.4057046 | -4.740049 | 0.0000021 | 0.0000204 |
| CTSS | 31.41209 | 1.919542 | 0.5736701 | 3.346073 | 0.0008196 | 0.0036760 |
| MAP4K3 | 262.22598 | 1.905688 | 0.3559638 | 5.353601 | 0.0000001 | 0.0000011 |
| ACE | 178.93605 | -1.889597 | 0.3955889 | -4.776668 | 0.0000018 | 0.0000176 |
| FLT1 | 94.99237 | 1.886323 | 0.4135215 | 4.561607 | 0.0000051 | 0.0000442 |
| VIPR2 | 305.11989 | -1.860169 | 0.3254128 | -5.716337 | 0.0000000 | 0.0000002 |
| IL10 | 21.82412 | 1.853715 | 0.7052127 | 2.628590 | 0.0085740 | 0.0261969 |
| MKI67 | 115.99376 | 1.841067 | 0.7489149 | 2.458312 | 0.0139592 | 0.0386161 |
| ADGRA1 | 2527.10088 | -1.793111 | 0.3448929 | -5.199037 | 0.0000002 | 0.0000023 |
| SNCG | 554.07333 | -1.749969 | 0.2872449 | -6.092255 | 0.0000000 | 0.0000000 |
| HS3ST1 | 169.83489 | -1.736920 | 0.3968778 | -4.376460 | 0.0000121 | 0.0000965 |
| RIMS2 | 352.39063 | 1.718003 | 0.3378713 | 5.084787 | 0.0000004 | 0.0000039 |
| NPY1R | 220.36279 | 1.715825 | 0.4858782 | 3.531390 | 0.0004134 | 0.0021850 |
| PTK2B | 1047.16268 | -1.685090 | 0.2817674 | -5.980430 | 0.0000000 | 0.0000000 |
| PDGFRB | 200.75573 | -1.684682 | 0.5025966 | -3.351957 | 0.0008024 | 0.0036541 |
| KCNC1 | 2074.02962 | -1.632832 | 0.3621753 | -4.508404 | 0.0000065 | 0.0000552 |
| CAMK2G | 2635.01653 | -1.631952 | 0.3048421 | -5.353435 | 0.0000001 | 0.0000011 |
| SLC6A4 | 26.79980 | -1.600496 | 0.5129863 | -3.119959 | 0.0018088 | 0.0073342 |
| PRKCD | 757.29166 | -1.582603 | 0.4490322 | -3.524476 | 0.0004243 | 0.0022035 |
| NPNT | 54.10145 | 1.569306 | 0.4641388 | 3.381114 | 0.0007219 | 0.0033906 |
| KCTD4 | 39.04981 | 1.565725 | 0.6163843 | 2.540177 | 0.0110797 | 0.0315344 |
| KCNQ1 | 34.53296 | -1.551109 | 0.6328008 | -2.451181 | 0.0142388 | 0.0390249 |
| LGALS3 | 83.67334 | -1.536642 | 0.4217223 | -3.643730 | 0.0002687 | 0.0015008 |
| TYROBP | 69.91197 | -1.522857 | 0.3884111 | -3.920735 | 0.0000883 | 0.0005560 |
| ANPEP | 24.84326 | 1.519000 | 0.6005466 | 2.529363 | 0.0114270 | 0.0322132 |
| NOS1 | 215.06094 | -1.503372 | 0.3569481 | -4.211739 | 0.0000253 | 0.0001786 |
| NMBR | 34.41919 | 1.494858 | 0.5857573 | 2.552009 | 0.0107104 | 0.0307793 |
| BDKRB1 | 16.89017 | -1.487124 | 0.6297600 | -2.361413 | 0.0182054 | 0.0489891 |
| NPAS1 | 702.66290 | -1.452998 | 0.4140002 | -3.509655 | 0.0004487 | 0.0022510 |
| TSHZ1 | 649.22672 | -1.432170 | 0.3319683 | -4.314177 | 0.0000160 | 0.0001216 |
| EPHA1 | 36.86953 | 1.428743 | 0.5457957 | 2.617725 | 0.0088518 | 0.0267361 |
| SYN1 | 4216.83974 | -1.389605 | 0.3860563 | -3.599488 | 0.0003188 | 0.0017477 |
| BIN1 | 3805.62249 | -1.385085 | 0.4783609 | -2.895481 | 0.0037858 | 0.0138345 |
| CELSR1 | 85.64870 | 1.364709 | 0.4138864 | 3.297303 | 0.0009762 | 0.0041877 |
| NR2F2 | 1234.40051 | 1.343168 | 0.3607243 | 3.723531 | 0.0001965 | 0.0011630 |
| CSF1 | 172.09303 | -1.337484 | 0.3804395 | -3.515630 | 0.0004387 | 0.0022389 |
| ID4 | 41.34369 | 1.336587 | 0.5315621 | 2.514452 | 0.0119218 | 0.0332910 |
| SYNGAP1 | 3081.26332 | -1.335130 | 0.3292438 | -4.055140 | 0.0000501 | 0.0003296 |
| BACE1 | 1402.39577 | -1.321662 | 0.3073258 | -4.300522 | 0.0000170 | 0.0001261 |
| EPHA10 | 1093.95262 | -1.310048 | 0.4142659 | -3.162337 | 0.0015651 | 0.0065249 |
| TRPM4 | 150.12573 | -1.298979 | 0.4787880 | -2.713056 | 0.0066666 | 0.0212184 |
| PENK | 568.93710 | -1.294883 | 0.5497526 | -2.355392 | 0.0185032 | 0.0493418 |
| PILRA | 150.81315 | 1.292487 | 0.4352260 | 2.969693 | 0.0029810 | 0.0114593 |
| MRC1 | 55.99508 | 1.268354 | 0.4568041 | 2.776582 | 0.0054934 | 0.0180671 |
| MRC2 | 53.83025 | -1.254733 | 0.4343296 | -2.888895 | 0.0038660 | 0.0139207 |
| LAMP5 | 350.16481 | 1.254369 | 0.3825197 | 3.279227 | 0.0010409 | 0.0044016 |
| SCTR | 102.56488 | 1.227219 | 0.4715639 | 2.602445 | 0.0092562 | 0.0276750 |
| SULF2 | 670.58308 | -1.226557 | 0.3019359 | -4.062309 | 0.0000486 | 0.0003269 |
| SYP | 7776.09391 | -1.201513 | 0.3642757 | -3.298362 | 0.0009725 | 0.0041877 |
| NTNG2 | 182.93226 | -1.200301 | 0.5028278 | -2.387100 | 0.0169818 | 0.0461158 |
| PAX6 | 258.85375 | -1.195971 | 0.3346052 | -3.574275 | 0.0003512 | 0.0018901 |
| NGF | 146.49226 | -1.192212 | 0.4184633 | -2.849026 | 0.0043853 | 0.0150937 |
| NPTX2 | 435.47447 | -1.190717 | 0.3242959 | -3.671700 | 0.0002409 | 0.0013984 |
| FERMT2 | 100.58039 | 1.179852 | 0.4019495 | 2.935323 | 0.0033320 | 0.0126445 |
| CD33 | 53.19536 | -1.161391 | 0.4541510 | -2.557280 | 0.0105494 | 0.0306140 |
| GRIN1 | 11285.15367 | -1.142415 | 0.4262134 | -2.680383 | 0.0073538 | 0.0231567 |
| PSEN2 | 848.19870 | -1.129026 | 0.3260203 | -3.463054 | 0.0005341 | 0.0026348 |
| KCND2 | 1059.58989 | -1.127086 | 0.3407888 | -3.307287 | 0.0009420 | 0.0041619 |
| SLC29A2 | 294.78101 | 1.125577 | 0.4115641 | 2.734876 | 0.0062404 | 0.0202984 |
| FEV | 76.17482 | 1.113483 | 0.4312950 | 2.581721 | 0.0098309 | 0.0288114 |
| CCKBR | 92.06916 | -1.111433 | 0.3710937 | -2.995021 | 0.0027443 | 0.0106882 |
| SOX10 | 662.15797 | -1.072294 | 0.3715679 | -2.885862 | 0.0039034 | 0.0139207 |
| COCH | 119.40811 | 1.032764 | 0.3797325 | 2.719715 | 0.0065338 | 0.0210218 |
| SLC17A7 | 367.19790 | -1.027394 | 0.3418851 | -3.005085 | 0.0026551 | 0.0104787 |
| CHRM4 | 132.24569 | -1.011812 | 0.3609908 | -2.802873 | 0.0050650 | 0.0172325 |
6.15 VLMC
| X | baseMean | log2FoldChange | lfcSE | stat | pvalue | padj |
|---|---|---|---|---|---|---|
| SIM1 | 117.600877 | 8.254573 | 1.4537765 | 5.678021 | 0.0000000 | 0.0000003 |
| IFNG | 970.673333 | 8.230679 | 0.7382515 | 11.148883 | 0.0000000 | 0.0000000 |
| GRIA4 | 46.016099 | 7.867570 | 1.2874097 | 6.111163 | 0.0000000 | 0.0000000 |
| CHODL | 525.928133 | 7.461283 | 0.8964992 | 8.322687 | 0.0000000 | 0.0000000 |
| CXCL10 | 158.650491 | 7.209771 | 1.1530066 | 6.253018 | 0.0000000 | 0.0000000 |
| SCTR | 87.964908 | 6.975233 | 1.2288454 | 5.676250 | 0.0000000 | 0.0000003 |
| GRM5 | 204.470931 | 6.896581 | 0.8684446 | 7.941302 | 0.0000000 | 0.0000000 |
| MKI67 | 174.112149 | 5.439940 | 0.8314156 | 6.542986 | 0.0000000 | 0.0000000 |
| NR5A1 | 44.682307 | 4.897483 | 0.9396430 | 5.212068 | 0.0000002 | 0.0000027 |
| SEMA5B | 729.513710 | 4.659609 | 0.8957639 | 5.201828 | 0.0000002 | 0.0000027 |
| GPHN | 60.332773 | 4.159299 | 0.6752165 | 6.159949 | 0.0000000 | 0.0000000 |
| FLT1 | 472.072216 | 4.107574 | 0.5908651 | 6.951797 | 0.0000000 | 0.0000000 |
| OXGR1 | 6.489657 | 3.968238 | 1.3076059 | 3.034735 | 0.0024075 | 0.0105188 |
| DLG4 | 180.439697 | 3.943432 | 0.4725733 | 8.344593 | 0.0000000 | 0.0000000 |
| P2RY12 | 41.062379 | 3.869982 | 0.8705614 | 4.445386 | 0.0000088 | 0.0000958 |
| CACNG5 | 38.723305 | 3.791910 | 0.7144684 | 5.307317 | 0.0000001 | 0.0000017 |
| ROS1 | 15.028704 | 3.715452 | 0.9766359 | 3.804337 | 0.0001422 | 0.0009614 |
| CREBBP | 823.175188 | -3.595769 | 0.3766104 | -9.547716 | 0.0000000 | 0.0000000 |
| PTEN | 250.783871 | 3.517124 | 0.5859476 | 6.002456 | 0.0000000 | 0.0000000 |
| TNF | 17.788558 | 3.443856 | 0.9108448 | 3.780947 | 0.0001562 | 0.0009860 |
| CHRNA5 | 20.659327 | 3.427133 | 0.8208359 | 4.175175 | 0.0000298 | 0.0002819 |
| LAMP5 | 75.903513 | 3.227441 | 0.5513949 | 5.853230 | 0.0000000 | 0.0000001 |
| NOS3 | 199.471843 | 3.058614 | 0.4208324 | 7.268009 | 0.0000000 | 0.0000000 |
| EPHA7 | 53.332988 | 3.037418 | 0.6225200 | 4.879230 | 0.0000011 | 0.0000132 |
| IL10 | 8.356251 | 2.748831 | 0.9971266 | 2.756752 | 0.0058379 | 0.0215318 |
| NRG3 | 13.071074 | 2.669857 | 0.8403717 | 3.176995 | 0.0014881 | 0.0067082 |
| ADAM10 | 21.089574 | 2.608650 | 0.9386697 | 2.779093 | 0.0054511 | 0.0206415 |
| MS4A7 | 19.465893 | 2.530736 | 0.8233609 | 3.073666 | 0.0021145 | 0.0093829 |
| SERPINF1 | 25.490283 | 2.508265 | 0.7679458 | 3.266200 | 0.0010900 | 0.0049930 |
| CELSR1 | 33.925608 | 2.492888 | 0.6382772 | 3.905651 | 0.0000940 | 0.0007793 |
| RIMS1 | 23.698095 | 2.490205 | 0.7482116 | 3.328209 | 0.0008741 | 0.0041372 |
| COL11A1 | 64.641796 | 2.393600 | 0.6341653 | 3.774410 | 0.0001604 | 0.0009902 |
| CDH12 | 18.474119 | 2.365544 | 0.7121052 | 3.321902 | 0.0008941 | 0.0041625 |
| CCR6 | 12.242042 | -2.344536 | 0.6416773 | -3.653762 | 0.0002584 | 0.0014679 |
| MAPK1 | 211.153191 | 2.318880 | 0.4276082 | 5.422908 | 0.0000001 | 0.0000009 |
| CD74 | 2120.943896 | -2.236527 | 0.3950356 | -5.661583 | 0.0000000 | 0.0000003 |
| RBP4 | 189.337216 | 2.236147 | 0.5764517 | 3.879157 | 0.0001048 | 0.0008269 |
| FEZF2 | 26.295487 | -2.191028 | 0.4972761 | -4.406059 | 0.0000105 | 0.0001107 |
| TLX3 | 10.347715 | -2.164857 | 0.7161511 | -3.022906 | 0.0025036 | 0.0107731 |
| NEGR1 | 25.927707 | 2.117191 | 0.5861473 | 3.612045 | 0.0003038 | 0.0016592 |
| NTF3 | 10.299559 | 2.057702 | 0.8502232 | 2.420190 | 0.0155124 | 0.0495002 |
| FOXP2 | 20.241435 | 2.052555 | 0.7106070 | 2.888454 | 0.0038714 | 0.0157069 |
| CTSS | 14.733468 | 1.985380 | 0.7161979 | 2.772111 | 0.0055694 | 0.0208120 |
| PENK | 14.888561 | 1.978433 | 0.7592220 | 2.605870 | 0.0091641 | 0.0321310 |
| SNCA | 46.746834 | 1.964168 | 0.5158523 | 3.807617 | 0.0001403 | 0.0009614 |
| PILRA | 27.920698 | 1.924266 | 0.7051481 | 2.728882 | 0.0063549 | 0.0231385 |
| CX3CL1 | 234.139102 | -1.915500 | 0.4144453 | -4.621840 | 0.0000038 | 0.0000450 |
| MTOR | 70.864453 | 1.852396 | 0.5392507 | 3.435130 | 0.0005923 | 0.0029001 |
| DCN | 2405.289261 | 1.837641 | 0.4711448 | 3.900374 | 0.0000960 | 0.0007793 |
| LMNA | 977.724023 | 1.776071 | 0.4675895 | 3.798355 | 0.0001457 | 0.0009620 |
| TLR4 | 37.745762 | 1.761293 | 0.5055683 | 3.483789 | 0.0004944 | 0.0026000 |
| SNCG | 700.992349 | -1.742150 | 0.3191162 | -5.459297 | 0.0000000 | 0.0000008 |
| PRKCD | 169.050497 | -1.736112 | 0.4137967 | -4.195566 | 0.0000272 | 0.0002666 |
| SPI1 | 79.228834 | -1.710767 | 0.3831755 | -4.464707 | 0.0000080 | 0.0000911 |
| NPY1R | 53.334531 | 1.708423 | 0.4484314 | 3.809776 | 0.0001391 | 0.0009614 |
| MEIS2 | 20.262502 | 1.653820 | 0.6514212 | 2.538788 | 0.0111237 | 0.0380619 |
| NPTX1 | 20.355523 | 1.621726 | 0.6329914 | 2.562003 | 0.0104070 | 0.0360439 |
| CAMK2G | 904.936161 | -1.604090 | 0.3998304 | -4.011926 | 0.0000602 | 0.0005517 |
| KCNQ1 | 50.769743 | -1.575926 | 0.4229383 | -3.726136 | 0.0001944 | 0.0011504 |
| INPP5D | 469.239046 | -1.567305 | 0.3089147 | -5.073586 | 0.0000004 | 0.0000050 |
| BACE1 | 259.903692 | -1.549779 | 0.3636679 | -4.261524 | 0.0000203 | 0.0002059 |
| NOS1 | 67.878370 | -1.540205 | 0.4462020 | -3.451811 | 0.0005568 | 0.0028240 |
| IGF2 | 3979.441687 | -1.513813 | 0.4329813 | -3.496256 | 0.0004718 | 0.0025283 |
| NPNT | 26.385997 | 1.513502 | 0.5727782 | 2.642388 | 0.0082324 | 0.0292249 |
| MAP4K3 | 145.229248 | 1.505041 | 0.3899473 | 3.859600 | 0.0001136 | 0.0008488 |
| TRPM4 | 438.253147 | -1.492562 | 0.4309379 | -3.463521 | 0.0005332 | 0.0027530 |
| MRC2 | 1900.295394 | -1.477577 | 0.3903540 | -3.785223 | 0.0001536 | 0.0009860 |
| OLIG1 | 62.413941 | 1.448667 | 0.4295839 | 3.372257 | 0.0007455 | 0.0035887 |
| SHARPIN | 190.673068 | -1.423941 | 0.4848040 | -2.937147 | 0.0033125 | 0.0140409 |
| NXPH4 | 38.437516 | 1.395830 | 0.4768926 | 2.926926 | 0.0034233 | 0.0142973 |
| COCH | 32.286080 | 1.348479 | 0.5449378 | 2.474556 | 0.0133402 | 0.0435472 |
| NR2F2 | 1343.361336 | 1.238698 | 0.3206514 | 3.863068 | 0.0001120 | 0.0008488 |
| CD4 | 372.008585 | -1.235344 | 0.3097733 | -3.987896 | 0.0000667 | 0.0005916 |
| FGFR3 | 201.988963 | -1.224971 | 0.3564874 | -3.436225 | 0.0005899 | 0.0029001 |
| CSF1 | 527.326016 | -1.218185 | 0.3314507 | -3.675312 | 0.0002376 | 0.0013769 |
| GRIA2 | 71.398346 | 1.213539 | 0.4292041 | 2.827416 | 0.0046925 | 0.0182559 |
| ITGA7 | 3424.763375 | -1.194525 | 0.4519630 | -2.642971 | 0.0082182 | 0.0292249 |
| ADAM17 | 313.810578 | -1.174121 | 0.3115456 | -3.768697 | 0.0001641 | 0.0009916 |
| COL5A2 | 338.439319 | -1.163423 | 0.4025094 | -2.890424 | 0.0038472 | 0.0157069 |
| CLDN5 | 3366.317797 | -1.143951 | 0.2969905 | -3.851810 | 0.0001172 | 0.0008538 |
| PDGFRB | 7434.439408 | -1.119163 | 0.3078334 | -3.635612 | 0.0002773 | 0.0015443 |
| SYNGAP1 | 688.665014 | -1.117878 | 0.4492567 | -2.488283 | 0.0128362 | 0.0423892 |
| APP | 4577.493000 | -1.112005 | 0.2799745 | -3.971809 | 0.0000713 | 0.0006139 |
| SLC17A7 | 182.539276 | -1.087110 | 0.4449370 | -2.443290 | 0.0145541 | 0.0469699 |
| ABI3 | 70.186679 | -1.081501 | 0.4327635 | -2.499058 | 0.0124524 | 0.0416056 |
| TSHZ1 | 281.320573 | -1.015049 | 0.3523980 | -2.880406 | 0.0039716 | 0.0158865 |
7. Gene differentiation expresssion (B11 v.s. Temporal Lobe)
Here, we use Wilcoxon rank-sum test to compute gene differential expression (DE). P value are adjusted using Benjamini–Hochberg procedure. The statistical significance was cut-off by log2(Fold Change) > 1 or log2(Fold Change) < -1 and p_value < 0.05.
The result are visualized via Volcano plot: a type of scatterplot that shows statistical significance (P value) versus magnitude of change (fold change).
The comparison is between B11 and Temporal Lobe Epilepsy samples. A positive fold change means higher expression in the Temporal Lobe Epilepsy group.
5.1 All
| names | scores | logfoldchanges | pvals | pvals_adj |
|---|---|---|---|---|
| EPHA1 | 3.500605 | 2.353679 | 0.0004642 | 0.0009804 |
| CA12 | 5.946485 | 2.026320 | 0.0000000 | 0.0000000 |
| BDKRB1 | 2.703060 | 1.962244 | 0.0068704 | 0.0124686 |
| SLC6A4 | 3.842847 | 1.883271 | 0.0001216 | 0.0002746 |
| HCAR1 | 12.161648 | 1.850296 | 0.0000000 | 0.0000000 |
| ADAM10 | 5.659477 | 1.841886 | 0.0000000 | 0.0000000 |
| TLX3 | 9.016754 | 1.827301 | 0.0000000 | 0.0000000 |
| SLCO2A1 | 4.632980 | 1.815597 | 0.0000036 | 0.0000089 |
| IL23R | 3.759074 | 1.808289 | 0.0001705 | 0.0003781 |
| FOS | -25.408777 | -1.801347 | 0.0000000 | 0.0000000 |
| ASPA | 21.811375 | 1.769311 | 0.0000000 | 0.0000000 |
| NKX6-2 | 44.757523 | 1.718044 | 0.0000000 | 0.0000000 |
| SH3TC2 | 30.211113 | 1.702101 | 0.0000000 | 0.0000000 |
| ABCC9 | 2.237317 | 1.664891 | 0.0252657 | 0.0425436 |
| GLP2R | 8.379714 | 1.664579 | 0.0000000 | 0.0000000 |
| NPTX2 | 30.257084 | 1.659736 | 0.0000000 | 0.0000000 |
| CTNNA3 | 5.694786 | 1.624130 | 0.0000000 | 0.0000000 |
| PKP2 | 3.355081 | 1.575230 | 0.0007934 | 0.0016267 |
| VIPR2 | 5.122368 | 1.556263 | 0.0000003 | 0.0000008 |
| GLDN | 49.381720 | 1.556250 | 0.0000000 | 0.0000000 |
| SOX8 | 33.425533 | 1.543607 | 0.0000000 | 0.0000000 |
| UGT8 | 19.222967 | 1.538733 | 0.0000000 | 0.0000000 |
| TMEM106B | 2.494486 | 1.536464 | 0.0126140 | 0.0222333 |
| TPBG | 5.530914 | 1.535824 | 0.0000000 | 0.0000001 |
| MTOR | 10.018521 | 1.525078 | 0.0000000 | 0.0000000 |
| HEATR3 | 5.753680 | 1.506735 | 0.0000000 | 0.0000000 |
| BIN1 | 98.749220 | 1.485429 | 0.0000000 | 0.0000000 |
| GPR37 | 47.131435 | 1.472537 | 0.0000000 | 0.0000000 |
| GABRA2 | 4.130517 | 1.462841 | 0.0000362 | 0.0000849 |
| HNRNPU | 78.337105 | 1.460166 | 0.0000000 | 0.0000000 |
| CNTNAP2 | 18.557348 | 1.455391 | 0.0000000 | 0.0000000 |
| CDKN1C | 17.139105 | 1.451142 | 0.0000000 | 0.0000000 |
| FEV | 4.125896 | 1.418070 | 0.0000369 | 0.0000862 |
| TNC | -5.723496 | -1.403268 | 0.0000000 | 0.0000000 |
| ABCA8 | 7.928769 | 1.384042 | 0.0000000 | 0.0000000 |
| AUTS2 | 14.601291 | 1.344267 | 0.0000000 | 0.0000000 |
| NR2F2 | 6.301855 | 1.330224 | 0.0000000 | 0.0000000 |
| CAMK2A | 23.141506 | 1.321158 | 0.0000000 | 0.0000000 |
| CCDC88A | 35.193707 | 1.315991 | 0.0000000 | 0.0000000 |
| PROX1 | 31.075785 | 1.314245 | 0.0000000 | 0.0000000 |
| SGK2 | 28.550497 | 1.293376 | 0.0000000 | 0.0000000 |
| CDH7 | 9.604843 | 1.288452 | 0.0000000 | 0.0000000 |
| CNTN2 | 51.071133 | 1.259440 | 0.0000000 | 0.0000000 |
| GPR63 | 5.121681 | 1.232040 | 0.0000003 | 0.0000008 |
| ABCA2 | 65.600380 | 1.223129 | 0.0000000 | 0.0000000 |
| EPHA10 | 12.879268 | 1.218032 | 0.0000000 | 0.0000000 |
| SEPTIN4 | 59.365578 | 1.216865 | 0.0000000 | 0.0000000 |
| GAL3ST1 | 24.364605 | 1.190907 | 0.0000000 | 0.0000000 |
| SHARPIN | 17.861265 | 1.183155 | 0.0000000 | 0.0000000 |
| SNX14 | 2.411579 | 1.179124 | 0.0158836 | 0.0275016 |
| LYNX1 | 28.419455 | 1.169345 | 0.0000000 | 0.0000000 |
| ITGAL | 6.957797 | 1.165525 | 0.0000000 | 0.0000000 |
| ANLN | 7.710851 | 1.163642 | 0.0000000 | 0.0000000 |
| LAMP5 | 6.615628 | 1.162166 | 0.0000000 | 0.0000000 |
| PCDH7 | 2.605250 | 1.147676 | 0.0091807 | 0.0164181 |
| MOBP | 36.955746 | 1.138206 | 0.0000000 | 0.0000000 |
| CAMTA1 | 3.676984 | 1.134351 | 0.0002360 | 0.0005072 |
| TTC21B | 7.227595 | 1.125767 | 0.0000000 | 0.0000000 |
| MEIS2 | 4.292684 | 1.119784 | 0.0000177 | 0.0000426 |
| CUX2 | 11.356997 | 1.108759 | 0.0000000 | 0.0000000 |
| OPN3 | 3.689623 | 1.107512 | 0.0002246 | 0.0004848 |
| FGFR2 | 18.033133 | 1.106155 | 0.0000000 | 0.0000000 |
| CLDN11 | 6.817818 | 1.100985 | 0.0000000 | 0.0000000 |
| AQP1 | -19.140047 | -1.097956 | 0.0000000 | 0.0000000 |
| NTNG2 | 16.300919 | 1.094115 | 0.0000000 | 0.0000000 |
| SLC32A1 | 4.490956 | 1.093683 | 0.0000071 | 0.0000174 |
| ADARB2 | 7.133257 | 1.083592 | 0.0000000 | 0.0000000 |
| ELOVL1 | 35.550730 | 1.081073 | 0.0000000 | 0.0000000 |
| ANXA1 | -4.184539 | -1.061050 | 0.0000286 | 0.0000680 |
| TMEM98 | 10.317035 | 1.054849 | 0.0000000 | 0.0000000 |
| SV2C | 3.405163 | 1.045510 | 0.0006612 | 0.0013671 |
| CHRM4 | 5.089490 | 1.042697 | 0.0000004 | 0.0000009 |
| KCNH8 | 10.187960 | 1.038429 | 0.0000000 | 0.0000000 |
| TSC1 | 31.011574 | 1.037154 | 0.0000000 | 0.0000000 |
| SGK1 | 15.756825 | 1.020537 | 0.0000000 | 0.0000000 |
| SCN4B | 7.304902 | 1.020530 | 0.0000000 | 0.0000000 |
| SLC44A1 | 6.692385 | 1.018859 | 0.0000000 | 0.0000000 |
| ATXN1 | 32.499740 | 1.017804 | 0.0000000 | 0.0000000 |
| NLK | 3.819023 | 1.016906 | 0.0001340 | 0.0003012 |
| MCAM | 32.593235 | 1.002228 | 0.0000000 | 0.0000000 |
| MOG | 39.927475 | 1.002000 | 0.0000000 | 0.0000000 |
| LRATD2 | 13.896486 | 1.000932 | 0.0000000 | 0.0000000 |
5.2 Astrocytes
| names | scores | logfoldchanges | pvals | pvals_adj |
|---|---|---|---|---|
| NR2F2 | 4.106362 | 4.425458 | 0.0000402 | 0.0001790 |
| FOS | -38.190550 | -4.254431 | 0.0000000 | 0.0000000 |
| CA12 | 9.353842 | 3.315175 | 0.0000000 | 0.0000000 |
| TGFBR2 | -5.780868 | -2.572330 | 0.0000000 | 0.0000000 |
| C3 | -18.692926 | -2.324472 | 0.0000000 | 0.0000000 |
| SEMA5B | 3.226662 | 2.202422 | 0.0012524 | 0.0049491 |
| P2RY6 | -6.182395 | -2.104639 | 0.0000000 | 0.0000000 |
| MRC2 | 6.005584 | 2.077148 | 0.0000000 | 0.0000000 |
| GPNMB | -5.330295 | -2.044865 | 0.0000001 | 0.0000005 |
| SLC2A4 | 7.572840 | 2.014563 | 0.0000000 | 0.0000000 |
| HLA-DRA | -5.539760 | -1.807433 | 0.0000000 | 0.0000002 |
| ICAM1 | -7.244293 | -1.753840 | 0.0000000 | 0.0000000 |
| KCND2 | 7.385154 | 1.736501 | 0.0000000 | 0.0000000 |
| SNCG | 16.356686 | 1.674984 | 0.0000000 | 0.0000000 |
| FGFR3 | 61.318604 | 1.622886 | 0.0000000 | 0.0000000 |
| VCAM1 | -4.682678 | -1.603779 | 0.0000028 | 0.0000137 |
| ANXA1 | -4.621762 | -1.563560 | 0.0000038 | 0.0000178 |
| COL11A1 | 8.673438 | 1.546124 | 0.0000000 | 0.0000000 |
| NTNG2 | 22.641668 | 1.544701 | 0.0000000 | 0.0000000 |
| CAMTA1 | 2.879122 | 1.541877 | 0.0039878 | 0.0143680 |
| GRM1 | 2.956433 | 1.526282 | 0.0031122 | 0.0113804 |
| AUTS2 | 5.055980 | 1.517197 | 0.0000004 | 0.0000022 |
| NKD1 | 2.763991 | 1.508740 | 0.0057099 | 0.0202743 |
| FZD9 | 2.910216 | 1.404740 | 0.0036118 | 0.0131094 |
| SOX8 | 3.861046 | 1.395236 | 0.0001129 | 0.0004811 |
| HMGCS1 | -3.379700 | -1.373150 | 0.0007256 | 0.0029631 |
| TNC | -12.658270 | -1.365911 | 0.0000000 | 0.0000000 |
| CD74 | -15.960001 | -1.357972 | 0.0000000 | 0.0000000 |
| SEPTIN4 | 19.025312 | 1.339954 | 0.0000000 | 0.0000000 |
| SOX1 | 3.107804 | 1.307594 | 0.0018848 | 0.0072154 |
| FZD8 | 10.487715 | 1.291580 | 0.0000000 | 0.0000000 |
| SLC7A5 | 6.440521 | 1.269426 | 0.0000000 | 0.0000000 |
| TLR4 | 7.979957 | 1.268552 | 0.0000000 | 0.0000000 |
| FEZF2 | 12.049705 | 1.266888 | 0.0000000 | 0.0000000 |
| PDGFRB | 32.339810 | 1.265595 | 0.0000000 | 0.0000000 |
| GRIK2 | 4.306394 | 1.255528 | 0.0000166 | 0.0000753 |
| ECHDC3 | -2.693519 | -1.196558 | 0.0070702 | 0.0249238 |
| TRIB2 | 15.878796 | 1.173026 | 0.0000000 | 0.0000000 |
| HNRNPU | 24.139620 | 1.172100 | 0.0000000 | 0.0000000 |
| GRIA2 | 18.394220 | 1.151093 | 0.0000000 | 0.0000000 |
| MEIS2 | 3.418098 | 1.143772 | 0.0006306 | 0.0025966 |
| WFS1 | 29.250930 | 1.132877 | 0.0000000 | 0.0000000 |
| MAPK1 | 4.167468 | 1.119873 | 0.0000308 | 0.0001385 |
| LRATD2 | 2.554300 | 1.109246 | 0.0106402 | 0.0364593 |
| CERS2 | 7.061147 | 1.094163 | 0.0000000 | 0.0000000 |
| KREMEN1 | 7.147086 | 1.081092 | 0.0000000 | 0.0000000 |
| SLC1A2 | 28.512697 | 1.074462 | 0.0000000 | 0.0000000 |
| ADGRA1 | 3.254810 | 1.056068 | 0.0011347 | 0.0045573 |
| SHARPIN | 6.276836 | 1.042543 | 0.0000000 | 0.0000000 |
| ALDH1L1 | 35.612190 | 1.030445 | 0.0000000 | 0.0000000 |
| SGK2 | 5.102135 | 1.030131 | 0.0000003 | 0.0000018 |
| STRADA | 14.191921 | 1.023474 | 0.0000000 | 0.0000000 |
| CAMK2A | 4.715082 | 1.002543 | 0.0000024 | 0.0000118 |
| BCAN | 35.771732 | 1.002022 | 0.0000000 | 0.0000000 |
5.3 Endothelial
| names | scores | logfoldchanges | pvals | pvals_adj |
|---|---|---|---|---|
| AQP1 | -4.069438 | -3.363505 | 0.0000471 | 0.0006998 |
| FOS | -21.945929 | -2.141309 | 0.0000000 | 0.0000000 |
| SLCO2A1 | 4.846393 | 1.755480 | 0.0000013 | 0.0000228 |
| SLC7A5 | 34.342920 | 1.745912 | 0.0000000 | 0.0000000 |
| DEPTOR | 10.783356 | 1.509623 | 0.0000000 | 0.0000000 |
| FZD8 | 3.130658 | 1.487521 | 0.0017442 | 0.0194235 |
| CD2AP | 5.567244 | 1.417248 | 0.0000000 | 0.0000006 |
| BGN | 6.409152 | 1.312592 | 0.0000000 | 0.0000000 |
| LYNX1 | 3.048123 | 1.311240 | 0.0023028 | 0.0245293 |
| HNRNPU | 12.774236 | 1.265624 | 0.0000000 | 0.0000000 |
| LMNA | -5.225600 | -1.199290 | 0.0000002 | 0.0000035 |
| DVL1 | 3.243697 | 1.154089 | 0.0011799 | 0.0144537 |
| CREBBP | 14.502749 | 1.153995 | 0.0000000 | 0.0000000 |
| NKD1 | 8.964833 | 1.138319 | 0.0000000 | 0.0000000 |
| SHARPIN | 3.211210 | 1.131684 | 0.0013218 | 0.0154207 |
| FGF1 | -5.191480 | -1.122243 | 0.0000002 | 0.0000041 |
| TSC1 | 3.670490 | 1.116184 | 0.0002421 | 0.0032060 |
| FLNA | -9.045603 | -1.054510 | 0.0000000 | 0.0000000 |
5.4 L2_3_4 IT
| names | scores | logfoldchanges | pvals | pvals_adj |
|---|---|---|---|---|
| NR2F2 | 3.807780 | 4.289285 | 0.0001402 | 0.0006190 |
| CSPG4 | 2.579513 | 3.813786 | 0.0098940 | 0.0343833 |
| GRIN3A | -12.407755 | -2.965390 | 0.0000000 | 0.0000000 |
| NPTX2 | 20.950878 | 2.704012 | 0.0000000 | 0.0000000 |
| PROX1 | 2.589323 | 2.506813 | 0.0096165 | 0.0336576 |
| SOX1 | 4.881565 | 2.349728 | 0.0000011 | 0.0000058 |
| DRD2 | 2.809394 | 2.189848 | 0.0049635 | 0.0183704 |
| CALB1 | -8.827926 | -2.159043 | 0.0000000 | 0.0000000 |
| LAMP5 | 21.225294 | 2.154468 | 0.0000000 | 0.0000000 |
| SV2C | 4.723542 | 2.145492 | 0.0000023 | 0.0000118 |
| WFS1 | 13.303240 | 1.969712 | 0.0000000 | 0.0000000 |
| ITGA7 | 9.252903 | 1.926115 | 0.0000000 | 0.0000000 |
| TTC21B | 4.759640 | 1.664891 | 0.0000019 | 0.0000101 |
| HNRNPU | 22.055468 | 1.627736 | 0.0000000 | 0.0000000 |
| CAMK2A | 27.117563 | 1.620410 | 0.0000000 | 0.0000000 |
| HTR1A | 8.802076 | 1.612974 | 0.0000000 | 0.0000000 |
| PAX6 | -3.409070 | -1.598302 | 0.0006518 | 0.0027068 |
| EPHA7 | 5.912348 | 1.591129 | 0.0000000 | 0.0000000 |
| GLP2R | 6.623502 | 1.456831 | 0.0000000 | 0.0000000 |
| ADRB1 | 9.906328 | 1.438273 | 0.0000000 | 0.0000000 |
| VRK2 | -3.402483 | -1.415909 | 0.0006678 | 0.0027496 |
| GRIK2 | 19.709358 | 1.377377 | 0.0000000 | 0.0000000 |
| NRG1 | -8.259035 | -1.373999 | 0.0000000 | 0.0000000 |
| ROBO1 | 3.564108 | 1.348679 | 0.0003651 | 0.0015290 |
| PTK2B | 26.392380 | 1.342578 | 0.0000000 | 0.0000000 |
| KCNAB1 | -12.138035 | -1.330926 | 0.0000000 | 0.0000000 |
| EPHA10 | 18.537249 | 1.324246 | 0.0000000 | 0.0000000 |
| FGF1 | -5.198985 | -1.281959 | 0.0000002 | 0.0000012 |
| CNN3 | -7.434592 | -1.279731 | 0.0000000 | 0.0000000 |
| SPI1 | -5.233968 | -1.250813 | 0.0000002 | 0.0000010 |
| TPBG | -8.112574 | -1.245053 | 0.0000000 | 0.0000000 |
| NPTX1 | 13.118690 | 1.243914 | 0.0000000 | 0.0000000 |
| RPH3A | -17.542503 | -1.155773 | 0.0000000 | 0.0000000 |
| SLC7A5 | 8.056058 | 1.115587 | 0.0000000 | 0.0000000 |
| AUTS2 | 6.378199 | 1.113045 | 0.0000000 | 0.0000000 |
| CPLX1 | 11.000213 | 1.104526 | 0.0000000 | 0.0000000 |
| TF | 4.439932 | 1.103648 | 0.0000090 | 0.0000450 |
| TRIB2 | -8.483463 | -1.102840 | 0.0000000 | 0.0000000 |
| SCN4B | 5.325308 | 1.074588 | 0.0000001 | 0.0000006 |
| SHARPIN | 4.328613 | 1.052253 | 0.0000150 | 0.0000721 |
| HMGCR | 4.859656 | 1.045379 | 0.0000012 | 0.0000063 |
| CD2AP | 3.265693 | 1.043305 | 0.0010920 | 0.0043858 |
| TSHZ1 | 10.969707 | 1.021828 | 0.0000000 | 0.0000000 |
| CNTN2 | 5.291757 | 1.019630 | 0.0000001 | 0.0000007 |
| BCAN | 7.191358 | 1.018866 | 0.0000000 | 0.0000000 |
| DEPTOR | 6.141353 | 1.016486 | 0.0000000 | 0.0000000 |
| BRAF | 2.622218 | 1.013695 | 0.0087360 | 0.0310190 |
| NTNG2 | 2.668266 | 1.010625 | 0.0076244 | 0.0276737 |
| PTBP1 | 10.981189 | 1.003848 | 0.0000000 | 0.0000000 |
5.5 L5_6 EP
| names | scores | logfoldchanges | pvals | pvals_adj |
|---|---|---|---|---|
| TPBG | 4.479676 | 6.517034 | 0.0000075 | 0.0000796 |
| MEIS2 | 3.062215 | 3.002218 | 0.0021971 | 0.0136273 |
| CAMK2A | 9.422451 | 2.280691 | 0.0000000 | 0.0000000 |
| VIM | -3.389069 | -2.275746 | 0.0007013 | 0.0052066 |
| HNRNPU | 11.249299 | 2.146370 | 0.0000000 | 0.0000000 |
| TTC21B | 2.931866 | 2.124518 | 0.0033693 | 0.0203823 |
| ADRB1 | 3.941905 | 1.959239 | 0.0000808 | 0.0007202 |
| SHARPIN | 3.464396 | 1.916386 | 0.0005314 | 0.0040687 |
| GRIA3 | 8.086866 | 1.689336 | 0.0000000 | 0.0000000 |
| ELOVL1 | 3.654025 | 1.655160 | 0.0002582 | 0.0020738 |
| MAPK1 | 2.788417 | 1.637631 | 0.0052966 | 0.0301785 |
| GRIK1 | -3.078590 | -1.560453 | 0.0020798 | 0.0132353 |
| AUTS2 | 3.364506 | 1.542686 | 0.0007668 | 0.0056080 |
| TSHZ1 | 7.431848 | 1.519097 | 0.0000000 | 0.0000000 |
| HTR2C | 9.998213 | 1.493823 | 0.0000000 | 0.0000000 |
| ATXN1 | 6.511218 | 1.490109 | 0.0000000 | 0.0000000 |
| SNCG | 4.854675 | 1.479217 | 0.0000012 | 0.0000155 |
| SCN1A | 5.925304 | 1.382507 | 0.0000000 | 0.0000001 |
| EPHA7 | 6.364494 | 1.360977 | 0.0000000 | 0.0000000 |
| TSC1 | 6.753575 | 1.306347 | 0.0000000 | 0.0000000 |
| SORL1 | 10.059457 | 1.287832 | 0.0000000 | 0.0000000 |
| FGF1 | -5.603689 | -1.279657 | 0.0000000 | 0.0000004 |
| TF | 2.639727 | 1.276813 | 0.0082973 | 0.0451741 |
| GRIK2 | 5.377052 | 1.256225 | 0.0000001 | 0.0000013 |
| CNTN2 | 5.610239 | 1.228921 | 0.0000000 | 0.0000004 |
| AXIN2 | 4.211773 | 1.174095 | 0.0000253 | 0.0002534 |
| FGF17 | 7.562851 | 1.162276 | 0.0000000 | 0.0000000 |
| PSEN1 | 4.193433 | 1.161168 | 0.0000275 | 0.0002693 |
| LRPPRC | 3.301297 | 1.156846 | 0.0009624 | 0.0067828 |
| SPI1 | -2.828373 | -1.138884 | 0.0046785 | 0.0272914 |
| LYNX1 | 7.424643 | 1.111057 | 0.0000000 | 0.0000000 |
| SLC7A5 | 3.586558 | 1.086731 | 0.0003351 | 0.0026482 |
| EPHA10 | 5.813295 | 1.085517 | 0.0000000 | 0.0000001 |
| GRIN1 | 9.911750 | 1.063022 | 0.0000000 | 0.0000000 |
| STRADA | 4.542885 | 1.027598 | 0.0000055 | 0.0000647 |
| NPRL3 | 5.071158 | 1.026602 | 0.0000004 | 0.0000059 |
| PTBP1 | 4.663736 | 1.024822 | 0.0000031 | 0.0000377 |
| ABCA2 | 6.008164 | 1.023869 | 0.0000000 | 0.0000000 |
| SEPTIN4 | 5.866352 | 1.015338 | 0.0000000 | 0.0000001 |
| CCDC88A | 4.660461 | 1.013554 | 0.0000032 | 0.0000377 |
| SCN4B | 3.056319 | 1.011343 | 0.0022407 | 0.0137244 |
| PCSK1 | 4.755439 | 1.008295 | 0.0000020 | 0.0000249 |
| BIN1 | 9.349089 | 1.000018 | 0.0000000 | 0.0000000 |
5.6 L5_6 IT
| names | scores | logfoldchanges | pvals | pvals_adj |
|---|---|---|---|---|
| SLCO2A1 | 10.410595 | 3.435334 | 0.0000000 | 0.0000000 |
| NR2F2 | 5.004632 | 2.856337 | 0.0000006 | 0.0000019 |
| CSPG4 | 4.019124 | 2.850327 | 0.0000584 | 0.0001617 |
| PDGFRB | 16.982796 | 2.552995 | 0.0000000 | 0.0000000 |
| CDKN1C | 4.569991 | 2.435692 | 0.0000049 | 0.0000147 |
| HTR2C | 3.008118 | 2.408424 | 0.0026287 | 0.0066395 |
| TPBG | 11.890178 | 2.322820 | 0.0000000 | 0.0000000 |
| SNCG | 23.163086 | 2.212356 | 0.0000000 | 0.0000000 |
| VIPR2 | 8.447200 | 2.206460 | 0.0000000 | 0.0000000 |
| TH | 4.725085 | 2.159203 | 0.0000023 | 0.0000071 |
| ADRB1 | 16.311861 | 2.101454 | 0.0000000 | 0.0000000 |
| CDH7 | 3.423902 | 1.968040 | 0.0006173 | 0.0016175 |
| CAMK2A | 42.860905 | 1.833882 | 0.0000000 | 0.0000000 |
| HCAR1 | 2.673231 | 1.805427 | 0.0075125 | 0.0187811 |
| HNRNPU | 36.887325 | 1.784152 | 0.0000000 | 0.0000000 |
| SCN1A | 22.895205 | 1.707630 | 0.0000000 | 0.0000000 |
| MTOR | 4.786234 | 1.682108 | 0.0000017 | 0.0000054 |
| TTC21B | 7.299089 | 1.680001 | 0.0000000 | 0.0000000 |
| IL23R | 2.580577 | 1.666896 | 0.0098635 | 0.0238086 |
| CPLX1 | 25.992918 | 1.643198 | 0.0000000 | 0.0000000 |
| PLD1 | 4.347667 | 1.637903 | 0.0000138 | 0.0000401 |
| LYNX1 | 33.481060 | 1.636852 | 0.0000000 | 0.0000000 |
| GLP2R | 6.303179 | 1.624578 | 0.0000000 | 0.0000000 |
| EPHA10 | 22.594664 | 1.587889 | 0.0000000 | 0.0000000 |
| TRPM4 | 8.934297 | 1.561281 | 0.0000000 | 0.0000000 |
| CD33 | 2.411981 | 1.512002 | 0.0158661 | 0.0373769 |
| NPTX2 | 22.414164 | 1.478291 | 0.0000000 | 0.0000000 |
| CNTN2 | 12.204947 | 1.451223 | 0.0000000 | 0.0000000 |
| GPR63 | 10.143898 | 1.445925 | 0.0000000 | 0.0000000 |
| OPN3 | 4.259973 | 1.437150 | 0.0000204 | 0.0000593 |
| MRC2 | 3.798490 | 1.426292 | 0.0001456 | 0.0003898 |
| SCN4B | 12.440490 | 1.395617 | 0.0000000 | 0.0000000 |
| SOX8 | 5.951657 | 1.384737 | 0.0000000 | 0.0000000 |
| PTBP1 | 20.412365 | 1.381989 | 0.0000000 | 0.0000000 |
| TSC1 | 26.527365 | 1.375858 | 0.0000000 | 0.0000000 |
| RORB | 19.960709 | 1.364512 | 0.0000000 | 0.0000000 |
| CBLN4 | 9.714286 | 1.356233 | 0.0000000 | 0.0000000 |
| VRK2 | -3.671680 | -1.329552 | 0.0002410 | 0.0006417 |
| VTN | 4.350235 | 1.316887 | 0.0000136 | 0.0000399 |
| CD2AP | 7.981059 | 1.304537 | 0.0000000 | 0.0000000 |
| SHARPIN | 8.968277 | 1.303022 | 0.0000000 | 0.0000000 |
| AUTS2 | 9.246805 | 1.281358 | 0.0000000 | 0.0000000 |
| HTR1F | 5.397953 | 1.280986 | 0.0000001 | 0.0000002 |
| P2RY6 | 8.570025 | 1.279070 | 0.0000000 | 0.0000000 |
| ACTA2 | 4.240965 | 1.271985 | 0.0000223 | 0.0000638 |
| BIN1 | 36.075222 | 1.267861 | 0.0000000 | 0.0000000 |
| DBH | 3.665385 | 1.265655 | 0.0002470 | 0.0006541 |
| CAMTA1 | 2.639947 | 1.263667 | 0.0082919 | 0.0204187 |
| NLK | 3.920768 | 1.261089 | 0.0000883 | 0.0002403 |
| ATXN1 | 23.290607 | 1.252844 | 0.0000000 | 0.0000000 |
| SLC29A2 | 4.202113 | 1.251909 | 0.0000264 | 0.0000753 |
| RIMS2 | 7.542774 | 1.221487 | 0.0000000 | 0.0000000 |
| CHRM4 | 8.542943 | 1.208050 | 0.0000000 | 0.0000000 |
| KCNK10 | 10.095057 | 1.194886 | 0.0000000 | 0.0000000 |
| SLC30A3 | 23.336030 | 1.188412 | 0.0000000 | 0.0000000 |
| GAL3ST1 | 3.070914 | 1.176864 | 0.0021340 | 0.0055036 |
| SLC7A5 | 14.779365 | 1.176663 | 0.0000000 | 0.0000000 |
| SLC29A1 | 17.970175 | 1.176380 | 0.0000000 | 0.0000000 |
| PAX6 | -2.665664 | -1.176115 | 0.0076836 | 0.0191116 |
| DEPTOR | 8.169632 | 1.156931 | 0.0000000 | 0.0000000 |
| CCDC88A | 13.000751 | 1.146559 | 0.0000000 | 0.0000000 |
| SEPTIN4 | 13.977942 | 1.146442 | 0.0000000 | 0.0000000 |
| GJA1 | -4.847096 | -1.146289 | 0.0000013 | 0.0000040 |
| NPRL3 | 19.924122 | 1.144258 | 0.0000000 | 0.0000000 |
| HMGCR | 9.040175 | 1.142314 | 0.0000000 | 0.0000000 |
| PTK2B | 24.480621 | 1.138645 | 0.0000000 | 0.0000000 |
| COL11A1 | 4.670675 | 1.123917 | 0.0000030 | 0.0000092 |
| PSEN2 | 17.868180 | 1.117887 | 0.0000000 | 0.0000000 |
| ACE | 8.473696 | 1.111753 | 0.0000000 | 0.0000000 |
| NLGN1 | 8.407714 | 1.110869 | 0.0000000 | 0.0000000 |
| NRG2 | 4.611455 | 1.109689 | 0.0000040 | 0.0000121 |
| KREMEN1 | 2.302946 | 1.108123 | 0.0212819 | 0.0494224 |
| SPI1 | -5.928903 | -1.106988 | 0.0000000 | 0.0000000 |
| BCAN | 10.769981 | 1.105356 | 0.0000000 | 0.0000000 |
| ADGRA1 | 23.442560 | 1.101024 | 0.0000000 | 0.0000000 |
| CD8A | 3.009195 | 1.099868 | 0.0026194 | 0.0066395 |
| NTNG2 | 10.450817 | 1.098486 | 0.0000000 | 0.0000000 |
| MAP4K3 | 4.471431 | 1.098346 | 0.0000078 | 0.0000231 |
| SV2A | 30.480812 | 1.097146 | 0.0000000 | 0.0000000 |
| DVL2 | 11.421903 | 1.094287 | 0.0000000 | 0.0000000 |
| CUX2 | 9.423747 | 1.091285 | 0.0000000 | 0.0000000 |
| MYD88 | 2.589152 | 1.088113 | 0.0096213 | 0.0233387 |
| ITGA7 | 6.797273 | 1.086758 | 0.0000000 | 0.0000000 |
| WWOX | 6.221785 | 1.085042 | 0.0000000 | 0.0000000 |
| CALB1 | -2.526892 | -1.081883 | 0.0115077 | 0.0276410 |
| APH1B | 4.771339 | 1.074602 | 0.0000018 | 0.0000057 |
| MAS1 | 2.348298 | 1.066942 | 0.0188594 | 0.0440053 |
| SULF2 | 8.371453 | 1.059383 | 0.0000000 | 0.0000000 |
| CREBBP | 25.073566 | 1.057401 | 0.0000000 | 0.0000000 |
| MCAM | 4.887128 | 1.056765 | 0.0000010 | 0.0000033 |
| BCL11B | 5.312647 | 1.055185 | 0.0000001 | 0.0000004 |
| BRAF | 4.358522 | 1.036937 | 0.0000131 | 0.0000387 |
| SST | -4.516735 | -1.030561 | 0.0000063 | 0.0000188 |
| STXBP1 | 22.977398 | 1.025401 | 0.0000000 | 0.0000000 |
| GLDN | 4.163776 | 1.021034 | 0.0000313 | 0.0000876 |
| ABCA2 | 22.174011 | 1.017164 | 0.0000000 | 0.0000000 |
| BDNF | 8.140168 | 1.009520 | 0.0000000 | 0.0000000 |
| NPTX1 | 19.083569 | 1.008115 | 0.0000000 | 0.0000000 |
| AQP4 | -3.798797 | -1.007800 | 0.0001454 | 0.0003898 |
| ATP1B3 | 5.635387 | 1.007236 | 0.0000000 | 0.0000001 |
5.7 L6b
| names | scores | logfoldchanges | pvals | pvals_adj |
|---|---|---|---|---|
| P2RY6 | 8.068946 | 2.860214 | 0.0000000 | 0.0000000 |
| MYD88 | 3.309149 | 2.205270 | 0.0009358 | 0.0032521 |
| CNR1 | 15.558931 | 2.154729 | 0.0000000 | 0.0000000 |
| GPR63 | 7.892134 | 2.050778 | 0.0000000 | 0.0000000 |
| CAMK2A | 24.542036 | 2.035895 | 0.0000000 | 0.0000000 |
| VIM | -3.331700 | -1.972476 | 0.0008632 | 0.0030211 |
| CELSR1 | -6.357599 | -1.906185 | 0.0000000 | 0.0000000 |
| HNRNPU | 21.627840 | 1.857511 | 0.0000000 | 0.0000000 |
| GRM1 | 10.541858 | 1.752510 | 0.0000000 | 0.0000000 |
| PTK2B | 24.106367 | 1.736840 | 0.0000000 | 0.0000000 |
| SNCG | 15.178018 | 1.736460 | 0.0000000 | 0.0000000 |
| ACTA2 | 3.247901 | 1.670504 | 0.0011626 | 0.0040118 |
| LRP6 | 2.428248 | 1.632990 | 0.0151720 | 0.0453309 |
| COCH | 2.602559 | 1.606789 | 0.0092531 | 0.0286963 |
| GRIK2 | 20.220890 | 1.596320 | 0.0000000 | 0.0000000 |
| VTN | 2.816532 | 1.566788 | 0.0048545 | 0.0157531 |
| BIN1 | 25.151007 | 1.555723 | 0.0000000 | 0.0000000 |
| DEPTOR | 7.045016 | 1.546693 | 0.0000000 | 0.0000000 |
| PDYN | 6.510105 | 1.525550 | 0.0000000 | 0.0000000 |
| CD2AP | 6.332371 | 1.502378 | 0.0000000 | 0.0000000 |
| TTC21B | 3.907941 | 1.496992 | 0.0000931 | 0.0003649 |
| SYT6 | -14.046816 | -1.493871 | 0.0000000 | 0.0000000 |
| COL5A2 | -3.530800 | -1.484744 | 0.0004143 | 0.0015150 |
| PDGFRB | 2.922268 | 1.480307 | 0.0034749 | 0.0116624 |
| KCNK10 | 6.254407 | 1.477474 | 0.0000000 | 0.0000000 |
| MCAM | 2.832766 | 1.428384 | 0.0046147 | 0.0150748 |
| NPTX1 | 15.715957 | 1.420482 | 0.0000000 | 0.0000000 |
| MEIS2 | 2.964256 | 1.390473 | 0.0030342 | 0.0102534 |
| SLC7A5 | 10.233511 | 1.344307 | 0.0000000 | 0.0000000 |
| CNTN2 | 8.660630 | 1.325183 | 0.0000000 | 0.0000000 |
| SCN4B | 7.164967 | 1.307029 | 0.0000000 | 0.0000000 |
| CCDC88A | 10.633291 | 1.304885 | 0.0000000 | 0.0000000 |
| AUTS2 | 5.327789 | 1.300507 | 0.0000001 | 0.0000005 |
| ADRB1 | 4.433463 | 1.299040 | 0.0000093 | 0.0000395 |
| TRPM4 | 5.092625 | 1.293271 | 0.0000004 | 0.0000017 |
| NPRL3 | 14.563695 | 1.291636 | 0.0000000 | 0.0000000 |
| NPY | 4.462420 | 1.285273 | 0.0000081 | 0.0000355 |
| LYNX1 | 16.810656 | 1.277958 | 0.0000000 | 0.0000000 |
| ERBB4 | 2.730627 | 1.250193 | 0.0063214 | 0.0202450 |
| SCN1A | 4.966005 | 1.245916 | 0.0000007 | 0.0000032 |
| FZD7 | 2.516610 | 1.225912 | 0.0118490 | 0.0356197 |
| PTBP1 | 12.231531 | 1.214391 | 0.0000000 | 0.0000000 |
| SST | -3.408918 | -1.213942 | 0.0006522 | 0.0023529 |
| CARS2 | 7.315016 | 1.197728 | 0.0000000 | 0.0000000 |
| WWOX | 5.796977 | 1.188581 | 0.0000000 | 0.0000000 |
| TSC1 | 14.545970 | 1.174477 | 0.0000000 | 0.0000000 |
| MAPK1 | 7.159527 | 1.165524 | 0.0000000 | 0.0000000 |
| KCNH7 | 4.476723 | 1.163863 | 0.0000076 | 0.0000338 |
| ATXN1 | 13.774666 | 1.132399 | 0.0000000 | 0.0000000 |
| APH1B | 2.877517 | 1.118879 | 0.0040082 | 0.0132703 |
| AXIN1 | 4.714476 | 1.104991 | 0.0000024 | 0.0000110 |
| SHARPIN | 4.447590 | 1.101642 | 0.0000087 | 0.0000377 |
| NPTXR | 2.677452 | 1.093653 | 0.0074185 | 0.0233016 |
| HRH3 | 2.541969 | 1.092442 | 0.0110230 | 0.0333412 |
| GRIN1 | 21.954920 | 1.068489 | 0.0000000 | 0.0000000 |
| NPRL2 | 5.674262 | 1.068282 | 0.0000000 | 0.0000001 |
| GJA1 | -2.909896 | -1.023006 | 0.0036155 | 0.0120516 |
| PLAGL1 | -5.441072 | -1.011868 | 0.0000001 | 0.0000003 |
| GRIK3 | 16.483795 | 1.010827 | 0.0000000 | 0.0000000 |
5.8 LAMP5
| names | scores | logfoldchanges | pvals | pvals_adj |
|---|---|---|---|---|
| MYH11 | 3.511338 | 2.447084 | 0.0004459 | 0.0030770 |
| SLC7A5 | 5.250301 | 1.742117 | 0.0000002 | 0.0000019 |
| SLC32A1 | 9.919564 | 1.629782 | 0.0000000 | 0.0000000 |
| ARX | 8.902006 | 1.611289 | 0.0000000 | 0.0000000 |
| CAMK2A | 6.325984 | 1.603026 | 0.0000000 | 0.0000000 |
| HNRNPU | 9.385974 | 1.569362 | 0.0000000 | 0.0000000 |
| BIN1 | 12.405436 | 1.514403 | 0.0000000 | 0.0000000 |
| HRH3 | 3.987398 | 1.511400 | 0.0000668 | 0.0005644 |
| PSEN1 | 3.852172 | 1.377294 | 0.0001171 | 0.0009253 |
| PRSS12 | 6.169999 | 1.355876 | 0.0000000 | 0.0000000 |
| AUTS2 | 2.671907 | 1.299737 | 0.0075422 | 0.0429728 |
| ATXN1 | 7.179847 | 1.254965 | 0.0000000 | 0.0000000 |
| SOX1 | 9.860453 | 1.254847 | 0.0000000 | 0.0000000 |
| PTBP1 | 5.704021 | 1.252816 | 0.0000000 | 0.0000002 |
| DVL1 | 3.639052 | 1.213689 | 0.0002736 | 0.0020044 |
| CRTAC1 | 9.435596 | 1.205946 | 0.0000000 | 0.0000000 |
| WFS1 | 2.684955 | 1.187972 | 0.0072540 | 0.0418170 |
| KCND2 | 4.848379 | 1.185695 | 0.0000012 | 0.0000127 |
| SCN4B | 3.114753 | 1.171632 | 0.0018410 | 0.0121903 |
| TSC1 | 5.068023 | 1.124374 | 0.0000004 | 0.0000045 |
| CREBBP | 7.341170 | 1.109764 | 0.0000000 | 0.0000000 |
| PROX1 | 6.547605 | 1.104067 | 0.0000000 | 0.0000000 |
| EPHA10 | 5.018598 | 1.102136 | 0.0000005 | 0.0000057 |
| AXIN2 | 5.098864 | 1.068605 | 0.0000003 | 0.0000040 |
| CNTN2 | 2.639484 | 1.065956 | 0.0083032 | 0.0462339 |
| DVL2 | 2.928718 | 1.050442 | 0.0034036 | 0.0208472 |
| NRG2 | 2.618132 | 1.044162 | 0.0088413 | 0.0481357 |
| ADGRA1 | 5.224798 | 1.024789 | 0.0000002 | 0.0000021 |
| NPTXR | 8.382255 | 1.021782 | 0.0000000 | 0.0000000 |
| WWOX | 2.826903 | 1.013781 | 0.0047001 | 0.0274170 |
| CNTNAP2 | 3.420396 | 1.011842 | 0.0006253 | 0.0042555 |
5.9 Microglia
| names | scores | logfoldchanges | pvals | pvals_adj |
|---|---|---|---|---|
| GLDN | 30.439344 | 2.929219 | 0.0000000 | 0.0000000 |
| AQP1 | -5.665077 | -2.288814 | 0.0000000 | 0.0000002 |
| P2RY6 | 6.397656 | 1.861073 | 0.0000000 | 0.0000000 |
| SYT6 | 27.299498 | 1.856111 | 0.0000000 | 0.0000000 |
| FZD8 | 5.799194 | 1.637917 | 0.0000000 | 0.0000001 |
| SGK1 | 10.131671 | 1.521562 | 0.0000000 | 0.0000000 |
| LYNX1 | 7.606777 | 1.488630 | 0.0000000 | 0.0000000 |
| PROX1 | 2.681550 | 1.453019 | 0.0073282 | 0.0427478 |
| ITGAL | 10.171062 | 1.348232 | 0.0000000 | 0.0000000 |
| CNN3 | -3.452082 | -1.338217 | 0.0005563 | 0.0039504 |
| CD9 | 3.754943 | 1.309089 | 0.0001734 | 0.0013274 |
| CDH7 | 2.919146 | 1.287224 | 0.0035099 | 0.0220495 |
| BIN1 | 33.703068 | 1.265856 | 0.0000000 | 0.0000000 |
| ABI3 | 18.379566 | 1.223599 | 0.0000000 | 0.0000000 |
| VIM | -6.148516 | -1.222129 | 0.0000000 | 0.0000000 |
| PRKCD | 30.867922 | 1.199568 | 0.0000000 | 0.0000000 |
| CAMK2A | 5.309079 | 1.180943 | 0.0000001 | 0.0000012 |
| SHARPIN | 4.895581 | 1.162551 | 0.0000010 | 0.0000100 |
| CD74 | 47.594425 | 1.131279 | 0.0000000 | 0.0000000 |
| HLA-DMB | 10.392750 | 1.106488 | 0.0000000 | 0.0000000 |
| ITGAX | 18.996319 | 1.078943 | 0.0000000 | 0.0000000 |
| PTK2B | 11.467946 | 1.072551 | 0.0000000 | 0.0000000 |
| SNCG | 3.554549 | 1.049079 | 0.0003786 | 0.0027691 |
| HNRNPU | 15.395666 | 1.048965 | 0.0000000 | 0.0000000 |
| GJA1 | -3.707510 | -1.047797 | 0.0002093 | 0.0015779 |
| FOS | 7.167586 | 1.044725 | 0.0000000 | 0.0000000 |
| CCDC88A | 3.896343 | 1.032750 | 0.0000977 | 0.0008110 |
5.10 Oligo
| names | scores | logfoldchanges | pvals | pvals_adj |
|---|---|---|---|---|
| CNTNAP2 | 15.281305 | 2.776823 | 0.0000000 | 0.0000000 |
| COL5A2 | 3.309412 | 2.432704 | 0.0009349 | 0.0031594 |
| SLC6A4 | 2.400795 | 2.427331 | 0.0163595 | 0.0474328 |
| AQP1 | -7.024278 | -2.381509 | 0.0000000 | 0.0000000 |
| HCAR1 | 11.340734 | 1.990419 | 0.0000000 | 0.0000000 |
| FEV | 2.391587 | 1.972657 | 0.0167757 | 0.0482612 |
| RORB | 3.952593 | 1.864031 | 0.0000773 | 0.0002983 |
| ITGAL | 3.905765 | 1.835215 | 0.0000939 | 0.0003540 |
| ADAM10 | 4.891583 | 1.828156 | 0.0000010 | 0.0000041 |
| NPTX2 | 21.617764 | 1.802396 | 0.0000000 | 0.0000000 |
| LYNX1 | 14.508653 | 1.727815 | 0.0000000 | 0.0000000 |
| CA12 | 3.338649 | 1.592332 | 0.0008419 | 0.0028647 |
| CCDC88A | 28.526630 | 1.586814 | 0.0000000 | 0.0000000 |
| ASPA | 24.588646 | 1.581868 | 0.0000000 | 0.0000000 |
| MYD88 | 10.396500 | 1.579536 | 0.0000000 | 0.0000000 |
| MTOR | 8.334654 | 1.573572 | 0.0000000 | 0.0000000 |
| SOX8 | 30.710909 | 1.572615 | 0.0000000 | 0.0000000 |
| OPN3 | 2.579884 | 1.567869 | 0.0098834 | 0.0304582 |
| BIN1 | 84.638084 | 1.554145 | 0.0000000 | 0.0000000 |
| HNRNPU | 48.749060 | 1.536946 | 0.0000000 | 0.0000000 |
| GNAO1 | 59.408400 | 1.523214 | 0.0000000 | 0.0000000 |
| HEATR3 | 4.536619 | 1.521943 | 0.0000057 | 0.0000230 |
| SH3TC2 | 35.030590 | 1.511758 | 0.0000000 | 0.0000000 |
| TLX3 | 9.681120 | 1.510498 | 0.0000000 | 0.0000000 |
| GABRA2 | 3.344508 | 1.491753 | 0.0008243 | 0.0028245 |
| CTNNA3 | 6.061849 | 1.474033 | 0.0000000 | 0.0000000 |
| NKX6-2 | 50.278400 | 1.466298 | 0.0000000 | 0.0000000 |
| CELSR1 | 2.410829 | 1.461592 | 0.0159163 | 0.0464825 |
| ATXN1 | 23.858448 | 1.402903 | 0.0000000 | 0.0000000 |
| SLC7A5 | 2.427341 | 1.398681 | 0.0152099 | 0.0448968 |
| SHARPIN | 10.757661 | 1.389932 | 0.0000000 | 0.0000000 |
| NNAT | -9.329770 | -1.389263 | 0.0000000 | 0.0000000 |
| MCAM | 39.094680 | 1.375171 | 0.0000000 | 0.0000000 |
| GPR37 | 57.621075 | 1.369954 | 0.0000000 | 0.0000000 |
| FEZF2 | 6.598865 | 1.354547 | 0.0000000 | 0.0000000 |
| PENK | 2.908237 | 1.352366 | 0.0036347 | 0.0117172 |
| VWF | 3.624429 | 1.346955 | 0.0002896 | 0.0010511 |
| NPRL2 | 6.134121 | 1.337012 | 0.0000000 | 0.0000000 |
| AUTS2 | 7.173422 | 1.336315 | 0.0000000 | 0.0000000 |
| TSC1 | 17.451557 | 1.312108 | 0.0000000 | 0.0000000 |
| VIM | -7.802017 | -1.305293 | 0.0000000 | 0.0000000 |
| LRATD2 | 15.479521 | 1.298438 | 0.0000000 | 0.0000000 |
| STRADA | 19.560616 | 1.286361 | 0.0000000 | 0.0000000 |
| BRAF | 2.614931 | 1.283622 | 0.0089245 | 0.0278537 |
| UGT8 | 19.743390 | 1.280418 | 0.0000000 | 0.0000000 |
| DVL2 | 9.348951 | 1.269356 | 0.0000000 | 0.0000000 |
| GJA1 | -3.254996 | -1.259461 | 0.0011339 | 0.0038057 |
| NLK | 2.410359 | 1.252498 | 0.0159368 | 0.0464825 |
| ABCA8 | 8.678375 | 1.242546 | 0.0000000 | 0.0000000 |
| GLP2R | 3.355605 | 1.237979 | 0.0007919 | 0.0027327 |
| DEPDC5 | 6.292041 | 1.230706 | 0.0000000 | 0.0000000 |
| ATF3 | 3.601024 | 1.202455 | 0.0003170 | 0.0011337 |
| NPRL3 | 20.396082 | 1.201350 | 0.0000000 | 0.0000000 |
| GLDN | 44.095980 | 1.186834 | 0.0000000 | 0.0000000 |
| LRPPRC | 11.199956 | 1.166144 | 0.0000000 | 0.0000000 |
| CDKN1C | 16.267717 | 1.155649 | 0.0000000 | 0.0000000 |
| SGK2 | 29.211126 | 1.155097 | 0.0000000 | 0.0000000 |
| IYD | 2.892514 | 1.139250 | 0.0038217 | 0.0122395 |
| UBE3A | 6.019587 | 1.122264 | 0.0000000 | 0.0000000 |
| ADARB2 | 4.018627 | 1.114598 | 0.0000585 | 0.0002276 |
| NTNG2 | 8.072918 | 1.113271 | 0.0000000 | 0.0000000 |
| FGF17 | 3.030422 | 1.108796 | 0.0024421 | 0.0080311 |
| PROX1 | 29.546194 | 1.099592 | 0.0000000 | 0.0000000 |
| GAL3ST1 | 23.456837 | 1.067722 | 0.0000000 | 0.0000000 |
| CREBBP | 25.381382 | 1.058965 | 0.0000000 | 0.0000000 |
| PTBP1 | 14.876349 | 1.056821 | 0.0000000 | 0.0000000 |
| IQCK | 2.464366 | 1.051507 | 0.0137256 | 0.0407608 |
| SEPTIN4 | 62.515045 | 1.048643 | 0.0000000 | 0.0000000 |
| ABCA2 | 72.062584 | 1.034177 | 0.0000000 | 0.0000000 |
| FGFR2 | 17.617070 | 1.027375 | 0.0000000 | 0.0000000 |
| GRIA3 | 12.975366 | 1.025808 | 0.0000000 | 0.0000000 |
| CARS2 | 6.638287 | 1.004991 | 0.0000000 | 0.0000000 |
| CNTN2 | 53.661366 | 1.002197 | 0.0000000 | 0.0000000 |
5.11 OPC
| names | scores | logfoldchanges | pvals | pvals_adj |
|---|---|---|---|---|
| PKP2 | 4.164984 | 3.410221 | 0.0000311 | 0.0001557 |
| SLC29A2 | 3.783197 | 2.503206 | 0.0001548 | 0.0007295 |
| FGFR3 | 30.581114 | 2.426141 | 0.0000000 | 0.0000000 |
| VIPR2 | 9.240804 | 1.871083 | 0.0000000 | 0.0000000 |
| TMEM119 | 2.981366 | 1.813700 | 0.0028697 | 0.0116209 |
| ALDH1L1 | 14.837585 | 1.796104 | 0.0000000 | 0.0000000 |
| AQP1 | -2.569453 | -1.793283 | 0.0101859 | 0.0381000 |
| GRIK1 | 12.173743 | 1.724291 | 0.0000000 | 0.0000000 |
| ADARB2 | 12.833031 | 1.606173 | 0.0000000 | 0.0000000 |
| CUX2 | 7.295879 | 1.603415 | 0.0000000 | 0.0000000 |
| NKX6-2 | 2.481494 | 1.594579 | 0.0130833 | 0.0474875 |
| HNRNPU | 20.726475 | 1.566395 | 0.0000000 | 0.0000000 |
| CAMK2A | 7.136366 | 1.563443 | 0.0000000 | 0.0000000 |
| GPNMB | 9.998622 | 1.553628 | 0.0000000 | 0.0000000 |
| SOX8 | 21.996546 | 1.507017 | 0.0000000 | 0.0000000 |
| LMNA | 6.339156 | 1.505167 | 0.0000000 | 0.0000000 |
| WWOX | 8.829294 | 1.497661 | 0.0000000 | 0.0000000 |
| NPTX2 | 6.047966 | 1.483324 | 0.0000000 | 0.0000000 |
| NKD1 | 12.445533 | 1.464491 | 0.0000000 | 0.0000000 |
| APH1B | 2.996059 | 1.411688 | 0.0027349 | 0.0112615 |
| CACNG5 | 9.775554 | 1.377264 | 0.0000000 | 0.0000000 |
| LYNX1 | 5.394662 | 1.356847 | 0.0000001 | 0.0000004 |
| BMP2 | 3.538122 | 1.312143 | 0.0004030 | 0.0018116 |
| NLGN1 | 8.151117 | 1.296422 | 0.0000000 | 0.0000000 |
| NTNG2 | 4.244844 | 1.296320 | 0.0000219 | 0.0001128 |
| TRPM4 | 4.805993 | 1.294735 | 0.0000015 | 0.0000088 |
| PROX1 | 6.516120 | 1.293908 | 0.0000000 | 0.0000000 |
| SLC7A5 | 8.189898 | 1.270768 | 0.0000000 | 0.0000000 |
| CSF1 | 6.992896 | 1.253651 | 0.0000000 | 0.0000000 |
| SULF2 | 24.360653 | 1.243613 | 0.0000000 | 0.0000000 |
| SNCG | 4.268965 | 1.239784 | 0.0000196 | 0.0001024 |
| ARX | 3.015699 | 1.230728 | 0.0025639 | 0.0106466 |
| DVL2 | 5.903646 | 1.217599 | 0.0000000 | 0.0000000 |
| CARS2 | 3.996957 | 1.194618 | 0.0000642 | 0.0003113 |
| NPRL3 | 10.087758 | 1.192805 | 0.0000000 | 0.0000000 |
| BCL11B | 2.938487 | 1.189006 | 0.0032982 | 0.0131391 |
| STRADA | 6.685596 | 1.170416 | 0.0000000 | 0.0000000 |
| ABCA2 | 13.193280 | 1.170225 | 0.0000000 | 0.0000000 |
| SHARPIN | 4.212810 | 1.170221 | 0.0000252 | 0.0001287 |
| PDGFRB | 4.620625 | 1.163655 | 0.0000038 | 0.0000215 |
| BIN1 | 10.443604 | 1.154760 | 0.0000000 | 0.0000000 |
| TSC1 | 9.246831 | 1.149806 | 0.0000000 | 0.0000000 |
| CCDC88A | 7.964824 | 1.130471 | 0.0000000 | 0.0000000 |
| CERS2 | 4.467684 | 1.115009 | 0.0000079 | 0.0000435 |
| MRC2 | 3.617481 | 1.094000 | 0.0002975 | 0.0013623 |
| WFS1 | 4.811595 | 1.091535 | 0.0000015 | 0.0000086 |
| CSPG4 | 18.458359 | 1.090449 | 0.0000000 | 0.0000000 |
| PTK2B | 4.136983 | 1.081665 | 0.0000352 | 0.0001742 |
| FOS | -2.663875 | -1.067430 | 0.0077246 | 0.0291159 |
| MINK1 | 13.285097 | 1.056108 | 0.0000000 | 0.0000000 |
| UBE3A | 4.181475 | 1.042963 | 0.0000290 | 0.0001463 |
| SCN3A | 4.102224 | 1.037438 | 0.0000409 | 0.0002005 |
| NPRL2 | 2.966401 | 1.037052 | 0.0030131 | 0.0121017 |
| PNKP | 7.212281 | 1.036582 | 0.0000000 | 0.0000000 |
| KCND2 | 15.873483 | 1.024971 | 0.0000000 | 0.0000000 |
| DVL1 | 5.552988 | 1.023846 | 0.0000000 | 0.0000002 |
| FGF17 | 2.529692 | 1.021836 | 0.0114163 | 0.0423786 |
| SGK2 | 4.418778 | 1.008715 | 0.0000099 | 0.0000540 |
| CREBBP | 15.908209 | 1.002284 | 0.0000000 | 0.0000000 |
5.12 Pvalb
| names | scores | logfoldchanges | pvals | pvals_adj |
|---|---|---|---|---|
| HNRNPU | 14.886833 | 1.780629 | 0.0000000 | 0.0000000 |
| CAMK2A | 11.383479 | 1.747443 | 0.0000000 | 0.0000000 |
| CUX2 | 5.589731 | 1.741023 | 0.0000000 | 0.0000002 |
| CHRM4 | 3.292930 | 1.622334 | 0.0009915 | 0.0051684 |
| HRH3 | 7.601695 | 1.595679 | 0.0000000 | 0.0000000 |
| SLC7A5 | 5.937768 | 1.525205 | 0.0000000 | 0.0000000 |
| ARX | 15.431036 | 1.485043 | 0.0000000 | 0.0000000 |
| SLC32A1 | 14.655663 | 1.475100 | 0.0000000 | 0.0000000 |
| TRPM4 | 7.073513 | 1.406396 | 0.0000000 | 0.0000000 |
| BIN1 | 16.840322 | 1.386398 | 0.0000000 | 0.0000000 |
| CNTN2 | 8.541594 | 1.381161 | 0.0000000 | 0.0000000 |
| CX3CL1 | 12.559114 | 1.345329 | 0.0000000 | 0.0000000 |
| SPI1 | -2.945935 | -1.320673 | 0.0032198 | 0.0153175 |
| SOX1 | 4.754924 | 1.313804 | 0.0000020 | 0.0000133 |
| TSC1 | 10.695335 | 1.290170 | 0.0000000 | 0.0000000 |
| DEPTOR | 6.936541 | 1.284847 | 0.0000000 | 0.0000000 |
| CCDC88A | 7.589760 | 1.273870 | 0.0000000 | 0.0000000 |
| TSHZ1 | 3.246793 | 1.255962 | 0.0011671 | 0.0060200 |
| PTBP1 | 7.363556 | 1.254278 | 0.0000000 | 0.0000000 |
| GRIK3 | 10.609628 | 1.242816 | 0.0000000 | 0.0000000 |
| ELOVL1 | 2.968523 | 1.233655 | 0.0029923 | 0.0145173 |
| ATXN1 | 9.224210 | 1.233415 | 0.0000000 | 0.0000000 |
| CNTNAP2 | 9.687912 | 1.233205 | 0.0000000 | 0.0000000 |
| CACNG5 | -4.628686 | -1.233178 | 0.0000037 | 0.0000244 |
| BCL11B | 9.135539 | 1.223616 | 0.0000000 | 0.0000000 |
| SST | -6.079306 | -1.204668 | 0.0000000 | 0.0000000 |
| LYNX1 | 12.444489 | 1.201154 | 0.0000000 | 0.0000000 |
| CARS2 | 4.130141 | 1.179024 | 0.0000363 | 0.0002193 |
| DVL2 | 3.743896 | 1.153052 | 0.0001812 | 0.0010445 |
| SCN2A | 10.016885 | 1.149163 | 0.0000000 | 0.0000000 |
| CD2AP | 3.064163 | 1.140629 | 0.0021828 | 0.0111414 |
| TTC21B | 2.651646 | 1.123544 | 0.0080100 | 0.0344291 |
| LMNA | 2.669108 | 1.097951 | 0.0076053 | 0.0332732 |
| CREBBP | 10.950055 | 1.096961 | 0.0000000 | 0.0000000 |
| UBE3A | 2.731826 | 1.084312 | 0.0062984 | 0.0285762 |
| MINK1 | 11.154952 | 1.058033 | 0.0000000 | 0.0000000 |
| SEPTIN4 | 11.552891 | 1.048314 | 0.0000000 | 0.0000000 |
5.13 Sst
| names | scores | logfoldchanges | pvals | pvals_adj |
|---|---|---|---|---|
| SLC7A5 | 6.873033 | 2.043587 | 0.0000000 | 0.0000000 |
| LEF1 | -3.216001 | -1.990818 | 0.0012999 | 0.0064995 |
| HRH3 | 4.175110 | 1.896554 | 0.0000298 | 0.0001714 |
| HNRNPU | 15.852629 | 1.814596 | 0.0000000 | 0.0000000 |
| CAMK2A | 13.714177 | 1.790811 | 0.0000000 | 0.0000000 |
| CUX2 | 6.007900 | 1.660048 | 0.0000000 | 0.0000000 |
| NLGN1 | 3.508728 | 1.640646 | 0.0004503 | 0.0023723 |
| PTK2B | 7.655380 | 1.633149 | 0.0000000 | 0.0000000 |
| SHARPIN | 4.021857 | 1.584150 | 0.0000577 | 0.0003215 |
| DEPTOR | 4.193725 | 1.522320 | 0.0000274 | 0.0001601 |
| AUTS2 | 6.084611 | 1.515317 | 0.0000000 | 0.0000000 |
| ARX | 17.285275 | 1.509545 | 0.0000000 | 0.0000000 |
| BIN1 | 17.537565 | 1.506816 | 0.0000000 | 0.0000000 |
| CRH | -3.086031 | -1.501002 | 0.0020285 | 0.0098411 |
| KCNK10 | 3.090306 | 1.478891 | 0.0019995 | 0.0097976 |
| CNTNAP2 | 9.826845 | 1.459725 | 0.0000000 | 0.0000000 |
| SPI1 | -4.594038 | -1.442977 | 0.0000043 | 0.0000284 |
| CHRM4 | 2.522286 | 1.440377 | 0.0116595 | 0.0488303 |
| GRIN1 | 19.838436 | 1.421362 | 0.0000000 | 0.0000000 |
| GRIK3 | 17.080000 | 1.412500 | 0.0000000 | 0.0000000 |
| CX3CL1 | 11.254035 | 1.412221 | 0.0000000 | 0.0000000 |
| ELOVL1 | 3.615133 | 1.408351 | 0.0003002 | 0.0015989 |
| SLC32A1 | 12.640902 | 1.370342 | 0.0000000 | 0.0000000 |
| EPHA7 | 4.348046 | 1.357216 | 0.0000137 | 0.0000852 |
| GRIK1 | 15.761408 | 1.297131 | 0.0000000 | 0.0000000 |
| CCDC88A | 6.198889 | 1.266475 | 0.0000000 | 0.0000000 |
| BCL11A | 3.790825 | 1.250928 | 0.0001501 | 0.0008085 |
| RIMS2 | 2.963429 | 1.247363 | 0.0030423 | 0.0138031 |
| CREBBP | 11.482142 | 1.246653 | 0.0000000 | 0.0000000 |
| APP | 19.787258 | 1.236912 | 0.0000000 | 0.0000000 |
| LYNX1 | 8.402578 | 1.228512 | 0.0000000 | 0.0000000 |
| ATXN1 | 8.431824 | 1.228170 | 0.0000000 | 0.0000000 |
| CNTN2 | 5.804200 | 1.212192 | 0.0000000 | 0.0000001 |
| SOX1 | 4.172804 | 1.203608 | 0.0000301 | 0.0001714 |
| FGF17 | 9.366524 | 1.186327 | 0.0000000 | 0.0000000 |
| DLX1 | 10.089877 | 1.181282 | 0.0000000 | 0.0000000 |
| SYP | 17.780577 | 1.180847 | 0.0000000 | 0.0000000 |
| CARS2 | 3.111677 | 1.178655 | 0.0018603 | 0.0092075 |
| CDH12 | 2.752981 | 1.175493 | 0.0059055 | 0.0260695 |
| AXIN1 | 2.710408 | 1.172627 | 0.0067201 | 0.0291401 |
| PTBP1 | 6.494371 | 1.131867 | 0.0000000 | 0.0000000 |
| TSC1 | 8.411634 | 1.129972 | 0.0000000 | 0.0000000 |
| SV2A | 14.856964 | 1.083677 | 0.0000000 | 0.0000000 |
| DVL2 | 3.384720 | 1.067767 | 0.0007125 | 0.0036751 |
| NPAS1 | 5.560571 | 1.065917 | 0.0000000 | 0.0000002 |
| CAMK2G | 14.399287 | 1.059743 | 0.0000000 | 0.0000000 |
| CERS2 | 2.703828 | 1.045007 | 0.0068546 | 0.0294627 |
| SLC29A1 | 8.187968 | 1.044445 | 0.0000000 | 0.0000000 |
| GRIN3A | 10.541818 | 1.030304 | 0.0000000 | 0.0000000 |
| DVL1 | 3.862699 | 1.029057 | 0.0001121 | 0.0006105 |
| SST | -11.355604 | -1.028781 | 0.0000000 | 0.0000000 |
| ELFN1 | 9.039492 | 1.015921 | 0.0000000 | 0.0000000 |
| SCN1A | 6.720567 | 1.009213 | 0.0000000 | 0.0000000 |
| EPHA10 | 5.449779 | 1.002795 | 0.0000001 | 0.0000004 |
5.14 Vip
| names | scores | logfoldchanges | pvals | pvals_adj |
|---|---|---|---|---|
| GRIK3 | 2.610889 | 2.773168 | 0.0090307 | 0.0402278 |
| DRD2 | 2.841829 | 2.155215 | 0.0044856 | 0.0222012 |
| PDGFRB | 2.787451 | 2.063661 | 0.0053125 | 0.0257733 |
| TBX1 | 2.715416 | 1.848518 | 0.0066192 | 0.0311868 |
| TRPM4 | 2.634628 | 1.797993 | 0.0084229 | 0.0378646 |
| SLC7A5 | 6.608975 | 1.765761 | 0.0000000 | 0.0000000 |
| GRIK1 | 4.575028 | 1.731581 | 0.0000048 | 0.0000343 |
| NR2F2 | 7.369229 | 1.718081 | 0.0000000 | 0.0000000 |
| COL11A1 | 4.427398 | 1.698495 | 0.0000095 | 0.0000677 |
| SLC29A2 | 2.680178 | 1.658774 | 0.0073583 | 0.0340148 |
| HNRNPU | 12.992722 | 1.653592 | 0.0000000 | 0.0000000 |
| NTNG2 | 2.644940 | 1.644093 | 0.0081705 | 0.0371921 |
| GRIA3 | 6.139009 | 1.532503 | 0.0000000 | 0.0000000 |
| SLC32A1 | 11.660349 | 1.532150 | 0.0000000 | 0.0000000 |
| CAMK2A | 10.808401 | 1.521598 | 0.0000000 | 0.0000000 |
| BIN1 | 16.406893 | 1.477015 | 0.0000000 | 0.0000000 |
| CNTNAP2 | 9.650512 | 1.475085 | 0.0000000 | 0.0000000 |
| ARX | 7.381321 | 1.471068 | 0.0000000 | 0.0000000 |
| ELFN1 | 9.025350 | 1.363362 | 0.0000000 | 0.0000000 |
| ATXN1 | 9.300058 | 1.330980 | 0.0000000 | 0.0000000 |
| HRH3 | 7.697501 | 1.316363 | 0.0000000 | 0.0000000 |
| CX3CL1 | 8.637135 | 1.315418 | 0.0000000 | 0.0000000 |
| LYNX1 | 8.070506 | 1.301527 | 0.0000000 | 0.0000000 |
| DEPDC5 | 3.547112 | 1.301010 | 0.0003895 | 0.0023561 |
| TSC1 | 8.253893 | 1.296689 | 0.0000000 | 0.0000000 |
| GRIN3A | 2.716529 | 1.294415 | 0.0065970 | 0.0311868 |
| SLC29A1 | 8.564212 | 1.271067 | 0.0000000 | 0.0000000 |
| SHARPIN | 3.191762 | 1.253299 | 0.0014141 | 0.0077854 |
| WFS1 | 5.618968 | 1.242105 | 0.0000000 | 0.0000002 |
| ITGA7 | 7.766419 | 1.241740 | 0.0000000 | 0.0000000 |
| BCAN | 7.847652 | 1.220194 | 0.0000000 | 0.0000000 |
| STK11 | 4.881637 | 1.215757 | 0.0000011 | 0.0000082 |
| DVL1 | 5.147444 | 1.215398 | 0.0000003 | 0.0000021 |
| ACE | 2.900065 | 1.209626 | 0.0037309 | 0.0188466 |
| CERS2 | 2.643827 | 1.175626 | 0.0081974 | 0.0371921 |
| TSC2 | 8.001291 | 1.170989 | 0.0000000 | 0.0000000 |
| CCDC88A | 5.686848 | 1.157568 | 0.0000000 | 0.0000001 |
| GRIN2A | 7.755365 | 1.154167 | 0.0000000 | 0.0000000 |
| ADARB2 | 13.018242 | 1.135172 | 0.0000000 | 0.0000000 |
| CPLX1 | 5.964821 | 1.119086 | 0.0000000 | 0.0000000 |
| AXIN1 | 2.799469 | 1.109124 | 0.0051187 | 0.0250815 |
| SYP | 16.037819 | 1.097143 | 0.0000000 | 0.0000000 |
| PKP2 | 3.274183 | 1.091652 | 0.0010597 | 0.0059005 |
| SNCG | 3.164314 | 1.079220 | 0.0015545 | 0.0083703 |
| CARS2 | 3.008079 | 1.077396 | 0.0026290 | 0.0137046 |
| APP | 15.913633 | 1.056322 | 0.0000000 | 0.0000000 |
| CREBBP | 9.228395 | 1.052622 | 0.0000000 | 0.0000000 |
| VIPR2 | 2.695906 | 1.052364 | 0.0070198 | 0.0327589 |
| SCN1A | 5.234018 | 1.040032 | 0.0000002 | 0.0000014 |
| SULF2 | 3.815070 | 1.029665 | 0.0001361 | 0.0008444 |
| NPTX2 | 3.280934 | 1.028063 | 0.0010346 | 0.0058642 |
| AXIN2 | 5.506428 | 1.022153 | 0.0000000 | 0.0000003 |
| PTBP1 | 5.333353 | 1.003501 | 0.0000001 | 0.0000008 |
5.15 VLMC
| names | scores | logfoldchanges | pvals | pvals_adj |
|---|---|---|---|---|
| ANPEP | 6.780589 | 1.854619 | 0.0000000 | 0.0000000 |
| SHARPIN | 3.474677 | 1.784888 | 0.0005115 | 0.0073712 |
| FOS | -8.280366 | -1.713197 | 0.0000000 | 0.0000000 |
| IGF2 | 19.030077 | 1.648086 | 0.0000000 | 0.0000000 |
| NKD1 | 8.401329 | 1.615173 | 0.0000000 | 0.0000000 |
| HNRNPU | 12.079896 | 1.604471 | 0.0000000 | 0.0000000 |
| CSPG4 | 6.954158 | 1.587315 | 0.0000000 | 0.0000000 |
| AQP1 | -2.904190 | -1.527950 | 0.0036821 | 0.0440050 |
| SLC7A11 | 3.666023 | 1.464087 | 0.0002464 | 0.0036580 |
| SLC7A5 | 6.977059 | 1.459799 | 0.0000000 | 0.0000000 |
| SLC6A13 | 14.581616 | 1.413753 | 0.0000000 | 0.0000000 |
| NOSTRIN | 3.077412 | 1.332369 | 0.0020881 | 0.0262346 |
| AXIN2 | 7.274607 | 1.226050 | 0.0000000 | 0.0000000 |
| COL5A2 | 3.696717 | 1.206754 | 0.0002184 | 0.0033443 |
| TRPM4 | 4.362330 | 1.108885 | 0.0000129 | 0.0002335 |
| PDGFRB | 18.055786 | 1.039298 | 0.0000000 | 0.0000000 |
| SEPTIN4 | 7.564735 | 1.029983 | 0.0000000 | 0.0000000 |
| TRIB2 | 9.003632 | 1.024629 | 0.0000000 | 0.0000000 |
| TSC2 | 4.267044 | 1.013327 | 0.0000198 | 0.0003466 |
| CREBBP | 7.933281 | 1.008015 | 0.0000000 | 0.0000000 |
8. Gene Enrichment Analysis (Age)
With the differential gene list obtained from the differentiation analysis, we can assign genes to a set of predefined bins based on their functional characteristics. We utilize two primary databases for this analysis: the Gene Ontology (GO) database and the Kyoto Encyclopedia of Genes and Genomes (KEGG) database.
The GO database, established by the GO organization in 2000, provides a structured framework for biological classification. For the GO analysis, we represent the results using bar plots to indicate the count of genes enriched in various categories. Biological ontology is divided into three aspects: cellular components, molecular functions, and biological processes. Additionally, for biological processes, we use a tree plot to perform hierarchical clustering of the enriched pathways.
KEGG database offers systematic analysis of gene functions and genomic information, integrating data across genomic, biochemical, and phylogenetic dimensions. In the KEGG analysis, we employ a dot plot to display the pathways and the genes enriched in each pathway. The Gene Ratio represents the ratio of enriched genes to the total number of genes in the differential expression list, while color coding indicates the p-value associated with each pathway.
8.1 all
8.2 Astrocyte
8.3 Endothelial
8.4 L2_3_4 IT
8.5 L5_6 IT
8.6 L5_6 NP
8.7 L6b
8.8 Lamp5
8.9 Microglia
8.10 Oligo
8.11 OPC
8.12 Pvalb
8.13 Sst
8.14 Vip
8.15 VLMC
9. Gene Enrichment Analysis (Region)
8.1 all
8.2 Astrocytes
8.3 Endothelial
8.4 L2_3_4 IT
8.5 L5_6 EP
8.6 L5_6 IT
8.7 L6b
8.8 LAMP5
8.9 Microglia
8.10 Oligo
8.11 OPC
8.12 Pvalb
8.13 Sst
8.14 Vip
8.15 VLMC
Supplement 1: Original files download link
Supplement 2: Abbreviation
Cell types & Regions
Astro, Astrocyte;
ABC, arachnoid barrier cells;
BAM, border-associated macrophages;
BLA, Basolateral amygdala;
CB, cerebellum;
CGE, caudal ganglionic eminence;
CHOR, choroid plexus;
CNU, cerebral nuclei;
CR, Cajal–Retzius;
CT, corticothalamic;
CTX, cerebral cortex;
CTXsp, cortical subplate;
DC, dendritic cells;
DCO, dorsal cochlear nucleus;
DG, dentate gyrus;
EA, extended amygdala;
Endo, endothelial cells;
ENT, Entorhinal area;
ENTl, Entorhinal area, lateral part;
Epen, ependymal;
EPI, epithalamus;
ET, extratelencephalic;
GC, granule cell;
HB, hindbrain;
HPF, hippocampal formation;
HY, hypothalamus;
HYa, anterior hypothalamic;
IMN, immature neurons;
IT, intratelencephalic;
L6b, layer 6b;
LGE, lateral ganglionic eminence;
LH, lateral habenula;
LSX, lateral septal complex;
MB, midbrain;
MGE, medial ganglionic eminence;
MH, medial habenula;
MM, medial mammillary nucleus;
MY, medulla;
NN, non-neuronal;
NP, near-projecting;
NT, non-telencephalon;
OB, olfactory bulb;
OEC, olfactory ensheathing cells;
OLF, olfactory areas;
Oligo, oligodendrocytes;
OPC, oligodendrocyte precursor cells;
P, pons;
PAL, pallidum;
Peri, pericytes;
PIR, piriform cortex;
SMC, smooth muscle cells;
STR, striatum;
TE, telencephalon;
TH, thalamus;
UBC, unipolar brush cells;
VLMC, vascular leptomeningeal cells.
Neurotransmitter types
Chol, cholinergic;
Dopa, dopaminergic;
GABA, GABAergic;
Glut, glutamatergic;
Glyc, glycinergic;
Hist, histaminergic;
Nora, noradrenergic;
Sero, serotonergic
ADP, anterodorsal preoptic nucleus
AHN, anterior hypothalamic nucleus
ARH, arcuate hypothalamic nucleus
CLI, central linear nucleus raphe
CUN, cuneiform nucleus
DMH, dorsomedial nucleus of the hypothalamus
DMX, dorsal motor nucleus of the vagus nerve
IF, interfascicular nucleus raphe
LHA, lateral hypothalamic area
MDRN, medullary reticular nucleus
MPN, medial preoptic nucleus
MPO, medial preoptic area
MV, medial vestibular nucleus
NTS, nucleus of the solitary tract
PAG, periaqueductal grey
PARN, parvicellular reticular nucleus
PB, parabrachial nucleus
PBG, parabigeminal nucleus
PGRN, paragigantocellular reticular nucleus
PGRNd, paragigantocellular reticular nucleus, dorsal part
PH, posterior hypothalamic nucleus
PMv, ventral premammillary nucleus
PPN, pedunculopontine nucleus
PVa, periventricular hypothalamic nucleus, anterior part
PVHd, paraventricular hypothalamic nucleus, descending division
PVi, periventricular hypothalamic nucleus, intermediate part
PVpo, periventricular hypothalamic nucleus, preoptic part
PVR, periventricular region
RAmb, midbrain raphe nuclei
RL, rostral linear nucleus raphe
SBPV, subparaventricular zone
SNc, substantia nigra, compact part
SPIV, spinal vestibular nucleus
TMv, tuberomammillary nucleus, ventral part
VII, facial motor nucleus
VMPO, ventromedial preoptic nucleus
VTA, ventral tegmental area
ZI, zona incerta.